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+<a href="_multiple_networks_cifar10_8cpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment">// Copyright © 2017 Arm Ltd. All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment">// SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div><div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="preprocessor">#include &lt;chrono&gt;</span></div><div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="preprocessor">#include &lt;array&gt;</span></div><div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;</div><div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_arm_n_n_8hpp.html">armnn/ArmNN.hpp</a>&quot;</span></div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_utils_8hpp.html">armnn/Utils.hpp</a>&quot;</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_i_network_8hpp.html">armnn/INetwork.hpp</a>&quot;</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_i_caffe_parser_8hpp.html">armnnCaffeParser/ICaffeParser.hpp</a>&quot;</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="preprocessor">#include &quot;../Cifar10Database.hpp&quot;</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="preprocessor">#include &quot;../InferenceTest.hpp&quot;</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="preprocessor">#include &quot;../InferenceModel.hpp&quot;</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;</div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacestd.html">std</a>;</div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacestd_1_1chrono.html">std::chrono</a>;</div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearmnn_1_1test.html">armnn::test</a>;</div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;</div><div class="line"><a name="l00022"></a><span class="lineno"><a class="line" href="_multiple_networks_cifar10_8cpp.html#a0ddf1224851353fc92bfbff6f499fa97">   22</a></span>&#160;<span class="keywordtype">int</span> <a class="code" href="_multiple_networks_cifar10_8cpp.html#a0ddf1224851353fc92bfbff6f499fa97">main</a>(<span class="keywordtype">int</span> argc, <span class="keywordtype">char</span>* argv[])</div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;{</div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#ifdef NDEBUG</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;    <a class="code" href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a> level = <a class="code" href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875">armnn::LogSeverity::Info</a>;</div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#else</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;    <a class="code" href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a> level = <a class="code" href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba">armnn::LogSeverity::Debug</a>;</div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#endif</span></div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;</div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;    <span class="keywordflow">try</span></div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;    {</div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;        <span class="comment">// Configures logging for both the ARMNN library and this test program.</span></div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;        <a class="code" href="namespacearmnn.html#aa59f7a819c3e29d10ffc41e5c0616872">armnn::ConfigureLogging</a>(<span class="keyword">true</span>, <span class="keyword">true</span>, level);</div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;        <span class="keyword">namespace </span>po = boost::program_options;</div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;</div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;        std::vector&lt;armnn::BackendId&gt; computeDevice;</div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;        std::vector&lt;armnn::BackendId&gt; <a class="code" href="_cl_end_to_end_tests_8cpp.html#ab59caffe2ee6be46c08766c055420f17">defaultBackends</a> = {<a class="code" href="namespacearmnn.html#ae2f04a162585c0a5222a537efd5456aea39f8662ca778258e9c6a14f26fec5ec1">armnn::Compute::CpuAcc</a>, <a class="code" href="namespacearmnn.html#ae2f04a162585c0a5222a537efd5456aea83c2c4e9b658ccafbcbe6309c5d84c64">armnn::Compute::CpuRef</a>};</div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;        std::string modelDir;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;        std::string dataDir;</div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;</div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;        <span class="keyword">const</span> std::string backendsMessage = <span class="stringliteral">&quot;Which device to run layers on by default. Possible choices: &quot;</span></div><div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;                                          + <a class="code" href="namespacearmnn.html#ac2807505b850738bc8a1991ce669dd47">armnn::BackendRegistryInstance</a>().<a class="code" href="classarmnn_1_1_backend_registry.html#ae1de2f7ca1db17f45f97155e239b8b45">GetBackendIdsAsString</a>();</div><div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;        po::options_description desc(<span class="stringliteral">&quot;Options&quot;</span>);</div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;        <span class="keywordflow">try</span></div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;        {</div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;            <span class="comment">// Adds generic options needed for all inference tests.</span></div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;            desc.add_options()</div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;                (<span class="stringliteral">&quot;help&quot;</span>, <span class="stringliteral">&quot;Display help messages&quot;</span>)</div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;                (<span class="stringliteral">&quot;model-dir,m&quot;</span>, po::value&lt;std::string&gt;(&amp;modelDir)-&gt;required(),</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;                    <span class="stringliteral">&quot;Path to directory containing the Cifar10 model file&quot;</span>)</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;                (<span class="stringliteral">&quot;compute,c&quot;</span>, po::value&lt;std::vector&lt;armnn::BackendId&gt;&gt;(&amp;computeDevice)-&gt;default_value(defaultBackends),</div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;                    backendsMessage.c_str())</div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;                (<span class="stringliteral">&quot;data-dir,d&quot;</span>, po::value&lt;std::string&gt;(&amp;dataDir)-&gt;required(),</div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;                    <span class="stringliteral">&quot;Path to directory containing the Cifar10 test data&quot;</span>);</div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        }</div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;        <span class="keywordflow">catch</span> (<span class="keyword">const</span> std::exception&amp; e)</div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;        {</div><div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;            <span class="comment">// Coverity points out that default_value(...) can throw a bad_lexical_cast,</span></div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;            <span class="comment">// and that desc.add_options() can throw boost::io::too_few_args.</span></div><div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;            <span class="comment">// They really won&#39;t in any of these cases.</span></div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;            BOOST_ASSERT_MSG(<span class="keyword">false</span>, <span class="stringliteral">&quot;Caught unexpected exception&quot;</span>);</div><div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;            std::cerr &lt;&lt; <span class="stringliteral">&quot;Fatal internal error: &quot;</span> &lt;&lt; e.what() &lt;&lt; std::endl;</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;            <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;        }</div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;</div><div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;        po::variables_map vm;</div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;</div><div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;        <span class="keywordflow">try</span></div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;        {</div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;            po::store(po::parse_command_line(argc, argv, desc), vm);</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;</div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;            <span class="keywordflow">if</span> (vm.count(<span class="stringliteral">&quot;help&quot;</span>))</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;            {</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;                std::cout &lt;&lt; desc &lt;&lt; std::endl;</div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;                <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;            }</div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;            po::notify(vm);</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;        }</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;        <span class="keywordflow">catch</span> (po::error&amp; e)</div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;        {</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;            std::cerr &lt;&lt; e.what() &lt;&lt; std::endl &lt;&lt; std::endl;</div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;            std::cerr &lt;&lt; desc &lt;&lt; std::endl;</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;            <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;        }</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;</div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.html#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(modelDir))</div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;        {</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;            <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        }</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <span class="keywordtype">string</span> modelPath = modelDir + <span class="stringliteral">&quot;cifar10_full_iter_60000.caffemodel&quot;</span>;</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;</div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;        <span class="comment">// Create runtime</span></div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;        <span class="comment">// This will also load dynamic backend in case that the dynamic backend path is specified</span></div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <a class="code" href="structarmnn_1_1_i_runtime_1_1_creation_options.html">armnn::IRuntime::CreationOptions</a> <a class="code" href="_file_only_profiling_decorator_tests_8cpp.html#a6560146509197f3e197d8d36f76c1347">options</a>;</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;        <a class="code" href="namespacearmnn.html#a150468a02bd7b2d2d061c4aaaee939f0">armnn::IRuntimePtr</a> runtime(<a class="code" href="classarmnn_1_1_i_runtime.html#ad44ecd3700748dc30dc4bbe34ba5bde7">armnn::IRuntime::Create</a>(options));</div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160; 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invalidBackends;</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;            <span class="keywordflow">return</span> EXIT_FAILURE;</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;        }</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;        <span class="comment">// Loads networks.</span></div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;        <a class="code" href="namespacearmnn.html#a67a0db04d321a74b7e7fcfd3f1a3f70b">armnn::Status</a> status;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;        <span class="keyword">struct </span>Net</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;        {</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;            Net(<a class="code" href="namespacearmnn.html#a83015160d8c67d5d77735eb0d4033d9a">armnn::NetworkId</a> netId,</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                <span class="keyword">const</span> std::pair&lt;armnn::LayerBindingId, armnn::TensorInfo&gt;&amp; in,</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                <span class="keyword">const</span> std::pair&lt;armnn::LayerBindingId, armnn::TensorInfo&gt;&amp; out)</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;            : m_Network(netId)</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;            , m_InputBindingInfo(in)</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;            , m_OutputBindingInfo(out)</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;            {}</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;            <a class="code" href="namespacearmnn.html#a83015160d8c67d5d77735eb0d4033d9a">armnn::NetworkId</a> m_Network;</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;            std::pair&lt;armnn::LayerBindingId, armnn::TensorInfo&gt; m_InputBindingInfo;</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;            std::pair&lt;armnn::LayerBindingId, armnn::TensorInfo&gt; m_OutputBindingInfo;</div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;        };</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;        std::vector&lt;Net&gt; networks;</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;        <a class="code" href="namespacearmnn_caffe_parser.html#a33c76910f1980ffaa41c22e0151cce2a">armnnCaffeParser::ICaffeParserPtr</a> parser(<a class="code" href="classarmnn_caffe_parser_1_1_i_caffe_parser.html#abd42446e41480b0cc9df7ce06af412e3">armnnCaffeParser::ICaffeParser::Create</a>());</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;        <span class="keyword">const</span> <span class="keywordtype">int</span> networksCount = 4;</div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i &lt; networksCount; ++i)</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;        {</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;            <span class="comment">// Creates a network from a file on the disk.</span></div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;            <a class="code" href="namespacearmnn.html#ace74f6f9feb95a964a49d79458232703">armnn::INetworkPtr</a> network = parser-&gt;CreateNetworkFromBinaryFile(modelPath.c_str(), {}, { <span class="stringliteral">&quot;prob&quot;</span> });</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;            <span class="comment">// Optimizes the network.</span></div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;            <a class="code" href="namespacearmnn.html#a674efcf6cbdb9e831d653ff0e821fb38">armnn::IOptimizedNetworkPtr</a> optimizedNet(<span class="keyword">nullptr</span>, <span class="keyword">nullptr</span>);</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;            <span class="keywordflow">try</span></div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;            {</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;                optimizedNet = <a class="code" href="namespacearmnn.html#a82e98ef05fd67036d1195ba17174d685">armnn::Optimize</a>(*network, computeDevice, runtime-&gt;GetDeviceSpec());</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;            }</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160; 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               <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;            }</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;            <span class="comment">// Loads the network into the runtime.</span></div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;            <a class="code" href="namespacearmnn.html#a83015160d8c67d5d77735eb0d4033d9a">armnn::NetworkId</a> networkId;</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;            status = runtime-&gt;LoadNetwork(networkId, std::move(optimizedNet));</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;            <span class="keywordflow">if</span> (status == <a class="code" href="namespacearmnn.html#a67a0db04d321a74b7e7fcfd3f1a3f70bae139a585510a502bbf1841cf589f5086">armnn::Status::Failure</a>)</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;            {</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;                <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(fatal) &lt;&lt; <span class="stringliteral">&quot;armnn::IRuntime: Failed to load network&quot;</span>;</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;                <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;            }</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;            networks.emplace_back(networkId,</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                parser-&gt;GetNetworkInputBindingInfo(<span class="stringliteral">&quot;data&quot;</span>),</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                parser-&gt;GetNetworkOutputBindingInfo(<span class="stringliteral">&quot;prob&quot;</span>));</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;        }</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;        <span class="comment">// Loads a test case and tests inference.</span></div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;        <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.html#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(dataDir))</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;        {</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;            <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;        }</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;        <a class="code" href="class_cifar10_database.html">Cifar10Database</a> cifar10(dataDir);</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;        <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i &lt; 3; ++i)</div><div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;        {</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;            <span class="comment">// Loads test case data (including image data).</span></div><div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;            std::unique_ptr&lt;Cifar10Database::TTestCaseData&gt; testCaseData = cifar10.<a class="code" href="class_cifar10_database.html#ae1e69b726d674896305197f6a439201e">GetTestCaseData</a>(i);</div><div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;            <span class="comment">// Tests inference.</span></div><div class="line"><a name="l00175"></a><span class="lineno">  175</span>&#160;            std::vector&lt;TContainer&gt; outputs;</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;            outputs.reserve(networksCount);</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> j = 0; j &lt; networksCount; ++j)</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;            {</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                outputs.push_back(std::vector&lt;float&gt;(10));</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;            }</div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 0; k &lt; networksCount; ++k)</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;            {</div><div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;                std::vector&lt;armnn::BindingPointInfo&gt; inputBindings  = { networks[k].m_InputBindingInfo  };</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;                std::vector&lt;armnn::BindingPointInfo&gt; outputBindings = { networks[k].m_OutputBindingInfo };</div><div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;</div><div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;                std::vector&lt;TContainer&gt; inputDataContainers = { testCaseData-&gt;m_InputImage };</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;                std::vector&lt;TContainer&gt; outputDataContainers = { outputs[k] };</div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;                status = runtime-&gt;EnqueueWorkload(networks[k].m_Network,</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;                    <a class="code" href="namespacearmnn_utils.html#ad5310a199d4969927169ed084b1f6c28">armnnUtils::MakeInputTensors</a>(inputBindings, inputDataContainers),</div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;                    <a class="code" href="namespacearmnn_utils.html#ad4efd5a7fa660df5246466d83517220d">armnnUtils::MakeOutputTensors</a>(outputBindings, outputDataContainers));</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;                <span class="keywordflow">if</span> (status == <a class="code" href="namespacearmnn.html#a67a0db04d321a74b7e7fcfd3f1a3f70bae139a585510a502bbf1841cf589f5086">armnn::Status::Failure</a>)</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;                {</div><div class="line"><a name="l00196"></a><span class="lineno">  196</span>&#160;                    <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(fatal) &lt;&lt; <span class="stringliteral">&quot;armnn::IRuntime: Failed to enqueue workload&quot;</span>;</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;                    <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00198"></a><span class="lineno">  198</span>&#160;                }</div><div class="line"><a name="l00199"></a><span class="lineno">  199</span>&#160;            }</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;</div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;            <span class="comment">// Compares outputs.</span></div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;            std::vector&lt;float&gt; output0 = boost::get&lt;std::vector&lt;float&gt;&gt;(outputs[0]);</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;</div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;            <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k = 1; k &lt; networksCount; ++k)</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;            {</div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;                std::vector&lt;float&gt; outputK = boost::get&lt;std::vector&lt;float&gt;&gt;(outputs[k]);</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;</div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;                <span class="keywordflow">if</span> (!std::equal(output0.begin(), output0.end(), outputK.begin(), outputK.end()))</div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160; 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<span class="stringliteral">&quot;Multiple networks inference ran successfully!&quot;</span>;</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;        <span class="keywordflow">return</span> 0;</div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    }</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;    <span class="keywordflow">catch</span> (<a class="code" href="classarmnn_1_1_exception.html">armnn::Exception</a> <span class="keyword">const</span>&amp; e)</div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    {</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;        <span class="comment">// Coverity fix: BOOST_LOG_TRIVIAL (typically used to report errors) may throw an</span></div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;        <span class="comment">// exception of type std::length_error.</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160; 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armnn::BindingPointInfo &gt; &amp;outputBindings, std::vector&lt; TContainer &gt; &amp;outputDataContainers)</div><div class="ttdef"><b>Definition:</b> <a href="_tensor_i_o_utils_8hpp_source.html#l00056">TensorIOUtils.hpp:56</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a67a0db04d321a74b7e7fcfd3f1a3f70b"><div class="ttname"><a href="namespacearmnn.html#a67a0db04d321a74b7e7fcfd3f1a3f70b">armnn::Status</a></div><div class="ttdeci">Status</div><div class="ttdef"><b>Definition:</b> <a href="_types_8hpp_source.html#l00026">Types.hpp:26</a></div></div>
+<div class="ttc" id="classarmnn_1_1_backend_registry_html_ae1de2f7ca1db17f45f97155e239b8b45"><div class="ttname"><a href="classarmnn_1_1_backend_registry.html#ae1de2f7ca1db17f45f97155e239b8b45">armnn::BackendRegistry::GetBackendIdsAsString</a></div><div class="ttdeci">std::string GetBackendIdsAsString() const</div><div class="ttdef"><b>Definition:</b> <a href="_backend_registry_8cpp_source.html#l00076">BackendRegistry.cpp:76</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a82e98ef05fd67036d1195ba17174d685"><div class="ttname"><a href="namespacearmnn.html#a82e98ef05fd67036d1195ba17174d685">armnn::Optimize</a></div><div class="ttdeci">IOptimizedNetworkPtr Optimize(const INetwork &amp;network, const std::vector&lt; BackendId &gt; &amp;backendPreferences, const IDeviceSpec &amp;deviceSpec, const OptimizerOptions &amp;options=OptimizerOptions(), Optional&lt; std::vector&lt; std::string &gt; &amp;&gt; messages=EmptyOptional())</div><div class="ttdef"><b>Definition:</b> <a href="_network_8cpp_source.html#l00807">Network.cpp:807</a></div></div>
+<div class="ttc" id="classarmnn_1_1_optional_html"><div class="ttname"><a href="classarmnn_1_1_optional.html">armnn::Optional</a></div><div class="ttdef"><b>Definition:</b> <a href="_optional_8hpp_source.html#l00270">Optional.hpp:270</a></div></div>
+<div class="ttc" id="namespacestd_html"><div class="ttname"><a href="namespacestd.html">std</a></div><div class="ttdef"><b>Definition:</b> <a href="_backend_id_8hpp_source.html#l00147">BackendId.hpp:147</a></div></div>
+<div class="ttc" id="namespacearmnn_html_aa59f7a819c3e29d10ffc41e5c0616872"><div class="ttname"><a href="namespacearmnn.html#aa59f7a819c3e29d10ffc41e5c0616872">armnn::ConfigureLogging</a></div><div class="ttdeci">void ConfigureLogging(bool printToStandardOutput, bool printToDebugOutput, LogSeverity severity)</div><div class="ttdef"><b>Definition:</b> <a href="_utils_8cpp_source.html#l00010">Utils.cpp:10</a></div></div>
+<div class="ttc" id="_arm_n_n_8hpp_html"><div class="ttname"><a href="_arm_n_n_8hpp.html">ArmNN.hpp</a></div></div>
+<div class="ttc" id="class_cifar10_database_html_ae1e69b726d674896305197f6a439201e"><div class="ttname"><a href="class_cifar10_database.html#ae1e69b726d674896305197f6a439201e">Cifar10Database::GetTestCaseData</a></div><div class="ttdeci">std::unique_ptr&lt; TTestCaseData &gt; GetTestCaseData(unsigned int testCaseId)</div><div class="ttdef"><b>Definition:</b> <a href="_cifar10_database_8cpp_source.html#l00020">Cifar10Database.cpp:20</a></div></div>
+<div class="ttc" id="namespacearmnn_caffe_parser_html_a33c76910f1980ffaa41c22e0151cce2a"><div class="ttname"><a href="namespacearmnn_caffe_parser.html#a33c76910f1980ffaa41c22e0151cce2a">armnnCaffeParser::ICaffeParserPtr</a></div><div class="ttdeci">std::unique_ptr&lt; ICaffeParser, void(*)(ICaffeParser *parser)&gt; ICaffeParserPtr</div><div class="ttdef"><b>Definition:</b> <a href="_i_caffe_parser_8hpp_source.html#l00022">ICaffeParser.hpp:22</a></div></div>
+<div class="ttc" id="namespacearmnn_utils_html_ad5310a199d4969927169ed084b1f6c28"><div class="ttname"><a href="namespacearmnn_utils.html#ad5310a199d4969927169ed084b1f6c28">armnnUtils::MakeInputTensors</a></div><div class="ttdeci">armnn::InputTensors MakeInputTensors(const std::vector&lt; armnn::BindingPointInfo &gt; &amp;inputBindings, const std::vector&lt; TContainer &gt; &amp;inputDataContainers)</div><div class="ttdef"><b>Definition:</b> <a href="_tensor_i_o_utils_8hpp_source.html#l00017">TensorIOUtils.hpp:17</a></div></div>
+<div class="ttc" id="classarmnn_caffe_parser_1_1_i_caffe_parser_html_abd42446e41480b0cc9df7ce06af412e3"><div class="ttname"><a href="classarmnn_caffe_parser_1_1_i_caffe_parser.html#abd42446e41480b0cc9df7ce06af412e3">armnnCaffeParser::ICaffeParser::Create</a></div><div class="ttdeci">static ICaffeParserPtr Create()</div><div class="ttdef"><b>Definition:</b> <a href="_caffe_parser_8cpp_source.html#l00264">CaffeParser.cpp:264</a></div></div>
+<div class="ttc" id="_logging_8hpp_html_a7b6ad073975f437ec38ca7d20154727f"><div class="ttname"><a href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a></div><div class="ttdeci">#define ARMNN_LOG(severity)</div><div class="ttdef"><b>Definition:</b> <a href="_logging_8hpp_source.html#l00163">Logging.hpp:163</a></div></div>
+<div class="ttc" id="classarmnn_1_1_exception_html_abf843cbb29dec939d0731e491bab6f70"><div class="ttname"><a href="classarmnn_1_1_exception.html#abf843cbb29dec939d0731e491bab6f70">armnn::Exception::what</a></div><div class="ttdeci">virtual const char * what() const noexcept override</div><div class="ttdef"><b>Definition:</b> <a href="_exceptions_8cpp_source.html#l00032">Exceptions.cpp:32</a></div></div>
+<div class="ttc" id="_multiple_networks_cifar10_8cpp_html_a0ddf1224851353fc92bfbff6f499fa97"><div class="ttname"><a href="_multiple_networks_cifar10_8cpp.html#a0ddf1224851353fc92bfbff6f499fa97">main</a></div><div class="ttdeci">int main(int argc, char *argv[])</div><div class="ttdef"><b>Definition:</b> <a href="_multiple_networks_cifar10_8cpp_source.html#l00022">MultipleNetworksCifar10.cpp:22</a></div></div>
+<div class="ttc" id="namespacearmnn_html_ac2807505b850738bc8a1991ce669dd47"><div class="ttname"><a href="namespacearmnn.html#ac2807505b850738bc8a1991ce669dd47">armnn::BackendRegistryInstance</a></div><div class="ttdeci">BackendRegistry &amp; BackendRegistryInstance()</div><div class="ttdef"><b>Definition:</b> <a href="_backend_registry_8cpp_source.html#l00013">BackendRegistry.cpp:13</a></div></div>
+<div class="ttc" id="namespacestd_1_1chrono_html"><div class="ttname"><a href="namespacestd_1_1chrono.html">chrono</a></div></div>
+<div class="ttc" id="_i_caffe_parser_8hpp_html"><div class="ttname"><a href="_i_caffe_parser_8hpp.html">ICaffeParser.hpp</a></div></div>
+<div class="ttc" id="_utils_8hpp_html"><div class="ttname"><a href="_utils_8hpp.html">Utils.hpp</a></div></div>
+<div class="ttc" id="class_cifar10_database_html"><div class="ttname"><a href="class_cifar10_database.html">Cifar10Database</a></div><div class="ttdef"><b>Definition:</b> <a href="_cifar10_database_8hpp_source.html#l00012">Cifar10Database.hpp:12</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba"><div class="ttname"><a href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba">armnn::LogSeverity::Debug</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a93a3ba385cad27c4774e5fe64c025d3d"><div class="ttname"><a href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a></div><div class="ttdeci">LogSeverity</div><div class="ttdef"><b>Definition:</b> <a href="_utils_8hpp_source.html#l00012">Utils.hpp:12</a></div></div>
+<div class="ttc" id="classarmnn_1_1_exception_html"><div class="ttname"><a href="classarmnn_1_1_exception.html">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.html#l00046">Exceptions.hpp:46</a></div></div>
+<div class="ttc" id="namespacearmnn_html_ace74f6f9feb95a964a49d79458232703"><div class="ttname"><a href="namespacearmnn.html#ace74f6f9feb95a964a49d79458232703">armnn::INetworkPtr</a></div><div class="ttdeci">std::unique_ptr&lt; INetwork, void(*)(INetwork *network)&gt; INetworkPtr</div><div class="ttdef"><b>Definition:</b> <a href="_i_network_8hpp_source.html#l00085">INetwork.hpp:85</a></div></div>
+<div class="ttc" id="namespacearmnn_html_ae2f04a162585c0a5222a537efd5456aea83c2c4e9b658ccafbcbe6309c5d84c64"><div class="ttname"><a href="namespacearmnn.html#ae2f04a162585c0a5222a537efd5456aea83c2c4e9b658ccafbcbe6309c5d84c64">armnn::Compute::CpuRef</a></div><div class="ttdoc">CPU Execution: Reference C++ kernels. </div></div>
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+<div class="ttc" id="namespacearmnn_html_a67a0db04d321a74b7e7fcfd3f1a3f70bae139a585510a502bbf1841cf589f5086"><div class="ttname"><a href="namespacearmnn.html#a67a0db04d321a74b7e7fcfd3f1a3f70bae139a585510a502bbf1841cf589f5086">armnn::Status::Failure</a></div></div>
+<div class="ttc" id="namespacearmnn_html_ae2f04a162585c0a5222a537efd5456aea39f8662ca778258e9c6a14f26fec5ec1"><div class="ttname"><a href="namespacearmnn.html#ae2f04a162585c0a5222a537efd5456aea39f8662ca778258e9c6a14f26fec5ec1">armnn::Compute::CpuAcc</a></div><div class="ttdoc">CPU Execution: NEON: ArmCompute. </div></div>
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+<div class="ttc" id="namespacearmnn_html_a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875"><div class="ttname"><a href="namespacearmnn.html#a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875">armnn::LogSeverity::Info</a></div></div>
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+<div class="ttc" id="structarmnn_1_1_i_runtime_1_1_creation_options_html"><div class="ttname"><a href="structarmnn_1_1_i_runtime_1_1_creation_options.html">armnn::IRuntime::CreationOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.html#l00041">IRuntime.hpp:41</a></div></div>
+<div class="ttc" id="_file_only_profiling_decorator_tests_8cpp_html_a6560146509197f3e197d8d36f76c1347"><div class="ttname"><a href="_file_only_profiling_decorator_tests_8cpp.html#a6560146509197f3e197d8d36f76c1347">options</a></div><div class="ttdeci">armnn::Runtime::CreationOptions::ExternalProfilingOptions options</div><div class="ttdef"><b>Definition:</b> <a href="_file_only_profiling_decorator_tests_8cpp_source.html#l00045">FileOnlyProfilingDecoratorTests.cpp:45</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a83015160d8c67d5d77735eb0d4033d9a"><div class="ttname"><a href="namespacearmnn.html#a83015160d8c67d5d77735eb0d4033d9a">armnn::NetworkId</a></div><div class="ttdeci">int NetworkId</div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.html#l00019">IRuntime.hpp:19</a></div></div>
+<div class="ttc" id="namespacearmnn_html_a150468a02bd7b2d2d061c4aaaee939f0"><div class="ttname"><a href="namespacearmnn.html#a150468a02bd7b2d2d061c4aaaee939f0">armnn::IRuntimePtr</a></div><div class="ttdeci">std::unique_ptr&lt; IRuntime, void(*)(IRuntime *runtime)&gt; IRuntimePtr</div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.html#l00024">IRuntime.hpp:24</a></div></div>
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+<div class="ttc" id="namespacearmnn_1_1test_html_a8a678fb3a8864e31aeb77f857ae6fc43"><div class="ttname"><a href="namespacearmnn_1_1test.html#a8a678fb3a8864e31aeb77f857ae6fc43">armnn::test::ValidateDirectory</a></div><div class="ttdeci">bool ValidateDirectory(std::string &amp;dir)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.html#l00092">InferenceTest.cpp:92</a></div></div>
+<div class="ttc" id="_i_network_8hpp_html"><div class="ttname"><a href="_i_network_8hpp.html">INetwork.hpp</a></div></div>
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