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 120 <a href="validation_2_n_e_o_n_2_normalization_layer_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>&#160;<span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment"> * Copyright (c) 2017 ARM Limited.</span></div><div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"> * SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment"> * Permission is hereby granted, free of charge, to any person obtaining a copy</span></div><div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"> * of this software and associated documentation files (the &quot;Software&quot;), to</span></div><div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment"> * deal in the Software without restriction, including without limitation the</span></div><div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment"> * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or</span></div><div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment"> * sell copies of the Software, and to permit persons to whom the Software is</span></div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment"> * furnished to do so, subject to the following conditions:</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment"> * The above copyright notice and this permission notice shall be included in all</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="comment"> * copies or substantial portions of the Software.</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="comment"> * THE SOFTWARE IS PROVIDED &quot;AS IS&quot;, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment"> * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment"> * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment"> * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"> * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment"> * SOFTWARE.</span></div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_n_e_o_n_2_helper_8h.xhtml">NEON/Helper.h</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_n_e_accessor_8h.xhtml">NEON/NEAccessor.h</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_type_printer_8h.xhtml">TypePrinter.h</a>&quot;</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="validation_2_datasets_8h.xhtml">validation/Datasets.h</a>&quot;</span></div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_reference_8h.xhtml">validation/Reference.h</a>&quot;</span></div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_validation_8h.xhtml">validation/Validation.h</a>&quot;</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_n_e_normalization_layer_8h.xhtml">arm_compute/runtime/NEON/functions/NENormalizationLayer.h</a>&quot;</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;</div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &lt;random&gt;</span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;</div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearm__compute.xhtml">arm_compute</a>;</div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearm__compute_1_1test.xhtml">arm_compute::test</a>;</div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearm__compute_1_1test_1_1neon.xhtml">arm_compute::test::neon</a>;</div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml">arm_compute::test::validation</a>;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;</div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="keyword">namespace</span></div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;{</div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="keywordtype">float</span> normalization_layer_tolerance(<a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6">DataType</a> dt)</div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;{</div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;    <span class="keywordflow">switch</span>(dt)</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;    {</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;        <span class="keywordflow">case</span> <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>:</div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;            <span class="keywordflow">return</span> 2.0f;</div><div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;        <span class="keywordflow">case</span> <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">DataType::F32</a>:</div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;            <span class="keywordflow">return</span> 1e-05;</div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;        <span class="keywordflow">default</span>:</div><div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;            <span class="keywordflow">return</span> 0.f;</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;}</div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;<a class="code" href="classarm__compute_1_1_tensor.xhtml">Tensor</a> compute_normalization_layer(<span class="keyword">const</span> <a class="code" href="classarm__compute_1_1_tensor_shape.xhtml">TensorShape</a> &amp;shape, <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6">DataType</a> dt, <a class="code" href="classarm__compute_1_1_normalization_layer_info.xhtml">NormalizationLayerInfo</a> norm_info, <span class="keywordtype">int</span> fixed_point_position = 0)</div><div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;{</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    <span class="comment">// Create tensors</span></div><div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    <a class="code" href="classarm__compute_1_1_tensor.xhtml">Tensor</a> src = <a class="code" href="namespacearm__compute_1_1test_1_1neon.xhtml#a8a2ccb1bb0c0cce458228827f0d9ea9c">create_tensor</a>(shape, dt, 1, fixed_point_position);</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;    <a class="code" href="classarm__compute_1_1_tensor.xhtml">Tensor</a> dst = <a class="code" href="namespacearm__compute_1_1test_1_1neon.xhtml#a8a2ccb1bb0c0cce458228827f0d9ea9c">create_tensor</a>(shape, dt, 1, fixed_point_position);</div><div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    <span class="comment">// Create and configure function</span></div><div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <a class="code" href="classarm__compute_1_1_n_e_normalization_layer.xhtml">NENormalizationLayer</a> norm;</div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    norm.<a class="code" href="classarm__compute_1_1_n_e_normalization_layer.xhtml#aebfb816e58e5914417b045c54a6a42fb">configure</a>(&amp;src, &amp;dst, norm_info);</div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;</div><div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;    <span class="comment">// Allocate tensors</span></div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    src.<a class="code" href="classarm__compute_1_1_tensor.xhtml#a531ec877bfc923dea3ab6f1be5e6e1ac">allocator</a>()-&gt;<a class="code" href="classarm__compute_1_1_tensor_allocator.xhtml#a6e509c2a177b0b29e9e2369535094dee">allocate</a>();</div><div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    dst.<a class="code" href="classarm__compute_1_1_tensor.xhtml#a531ec877bfc923dea3ab6f1be5e6e1ac">allocator</a>()-&gt;<a class="code" href="classarm__compute_1_1_tensor_allocator.xhtml#a6e509c2a177b0b29e9e2369535094dee">allocate</a>();</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div><div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;    BOOST_TEST(!src.<a class="code" href="classarm__compute_1_1_tensor.xhtml#aa68535e0983cc60a425253a72b162661">info</a>()-&gt;<a class="code" href="classarm__compute_1_1_i_tensor_info.xhtml#af555338f11d1d28f258f259ac3da743b">is_resizable</a>());</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;    BOOST_TEST(!dst.<a class="code" href="classarm__compute_1_1_tensor.xhtml#aa68535e0983cc60a425253a72b162661">info</a>()-&gt;<a class="code" href="classarm__compute_1_1_i_tensor_info.xhtml#af555338f11d1d28f258f259ac3da743b">is_resizable</a>());</div><div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    <span class="comment">// Fill tensors</span></div><div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    <span class="keywordflow">if</span>(dt == <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>)</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="keyword">const</span> int8_t one_fixed_point       = 1 &lt;&lt; fixed_point_position;</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;        <span class="keyword">const</span> int8_t minus_one_fixed_point = -one_fixed_point;</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;        <a class="code" href="namespacearm__compute_1_1test.xhtml#a4ced6442a379a75e8a6c4be093fb666b">library</a>-&gt;fill_tensor_uniform(<a class="code" href="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor.xhtml">NEAccessor</a>(src), 0, minus_one_fixed_point, one_fixed_point);</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="keywordflow">else</span></div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;    {</div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;        <a class="code" href="namespacearm__compute_1_1test.xhtml#a4ced6442a379a75e8a6c4be093fb666b">library</a>-&gt;fill_tensor_uniform(<a class="code" href="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor.xhtml">NEAccessor</a>(src), 0);</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;    }</div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;    <span class="comment">// Compute function</span></div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;    norm.<a class="code" href="classarm__compute_1_1_n_e_normalization_layer.xhtml#ad1717410afd0be936c6213a63c8005fb">run</a>();</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;</div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;    <span class="keywordflow">return</span> dst;</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;}</div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;} <span class="comment">// namespace</span></div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;</div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;<span class="preprocessor">#ifndef DOXYGEN_SKIP_THIS</span></div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;BOOST_AUTO_TEST_SUITE(NEON)</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;BOOST_AUTO_TEST_SUITE(NormalizationLayer)</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;BOOST_AUTO_TEST_SUITE(Float)</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;BOOST_TEST_DECORATOR(*<a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::label(&quot;precommit&quot;))</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;BOOST_DATA_TEST_CASE(RunSmall,</div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                     <a class="code" href="classarm__compute_1_1test_1_1_small_shapes.xhtml">SmallShapes</a>() * <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6">DataType</a>::F32 *<a class="code" href="classarm__compute_1_1test_1_1_normalization_types.xhtml">NormalizationTypes</a>() * <a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::data::xrange(3, 9, 2) * <a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::data::make({ 0.5f, 1.0f, 2.0f }),</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;                     shape, dt, norm_type, norm_size, beta)</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;{</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    <span class="comment">// Provide normalization layer information</span></div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;    <a class="code" href="classarm__compute_1_1_normalization_layer_info.xhtml">NormalizationLayerInfo</a> norm_info(norm_type, norm_size, 5, beta);</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;    <span class="comment">// Compute function</span></div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    <a class="code" href="classarm__compute_1_1_tensor.xhtml">Tensor</a> dst = compute_normalization_layer(shape, dt, norm_info);</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    <span class="comment">// Compute reference</span></div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    <a class="code" href="classarm__compute_1_1test_1_1_raw_tensor.xhtml">RawTensor</a> ref_dst = Reference::compute_reference_normalization_layer(shape, dt, norm_info);</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    <span class="comment">// Validate output</span></div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(<a class="code" href="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor.xhtml">NEAccessor</a>(dst), ref_dst, normalization_layer_tolerance(<a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">DataType::F32</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;BOOST_AUTO_TEST_SUITE_END()</div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;BOOST_AUTO_TEST_SUITE(Quantized)</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;BOOST_TEST_DECORATOR(*<a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::label(&quot;precommit&quot;))</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;BOOST_DATA_TEST_CASE(RunSmall,</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;                     <a class="code" href="classarm__compute_1_1test_1_1_small_shapes.xhtml">SmallShapes</a>() * <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6">DataType</a>::QS8 *<a class="code" href="classarm__compute_1_1test_1_1_normalization_types.xhtml">NormalizationTypes</a>() * <a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::data::xrange(3, 7, 2) * (<a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::data::xrange(1, 6) * <a class="code" href="namespaceboost.xhtml">boost</a>::unit_test::data::make({ 0.5f, 1.0f, 2.0f })),</div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;                     shape, dt, norm_type, norm_size, fixed_point_position, beta)</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;{</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    <span class="comment">// Provide normalization layer information</span></div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    <a class="code" href="classarm__compute_1_1_normalization_layer_info.xhtml">NormalizationLayerInfo</a> norm_info(norm_type, norm_size, 5, beta, 1.f);</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    <span class="comment">// Compute function</span></div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;    <a class="code" href="classarm__compute_1_1_tensor.xhtml">Tensor</a> dst = compute_normalization_layer(shape, dt, norm_info, fixed_point_position);</div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <span class="comment">// Compute reference</span></div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    <a class="code" href="classarm__compute_1_1test_1_1_raw_tensor.xhtml">RawTensor</a> ref_dst = Reference::compute_reference_normalization_layer(shape, dt, norm_info, fixed_point_position);</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    <span class="comment">// Validate output</span></div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(<a class="code" href="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor.xhtml">NEAccessor</a>(dst), ref_dst, normalization_layer_tolerance(<a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>));</div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;}</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;BOOST_AUTO_TEST_SUITE_END()</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;</div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;BOOST_AUTO_TEST_SUITE_END()</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;BOOST_AUTO_TEST_SUITE_END()</div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;<span class="preprocessor">#endif</span></div><div class="ttc" id="namespacearm__compute_1_1test_1_1neon_xhtml_a8a2ccb1bb0c0cce458228827f0d9ea9c"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1neon.xhtml#a8a2ccb1bb0c0cce458228827f0d9ea9c">arm_compute::test::neon::create_tensor</a></div><div class="ttdeci">Tensor create_tensor(const TensorShape &amp;shape, DataType data_type, int num_channels=1, int fixed_point_position=0)</div><div class="ttdoc">Helper to create an empty tensor. </div><div class="ttdef"><b>Definition:</b> <a href="_n_e_o_n_2_helper_8h_source.xhtml#l00047">Helper.h:47</a></div></div>
 121 <div class="ttc" id="_reference_8h_xhtml"><div class="ttname"><a href="_reference_8h.xhtml">Reference.h</a></div></div>
 122 <div class="ttc" id="classarm__compute_1_1_n_e_normalization_layer_xhtml_aebfb816e58e5914417b045c54a6a42fb"><div class="ttname"><a href="classarm__compute_1_1_n_e_normalization_layer.xhtml#aebfb816e58e5914417b045c54a6a42fb">arm_compute::NENormalizationLayer::configure</a></div><div class="ttdeci">void configure(const ITensor *input, ITensor *output, NormalizationLayerInfo norm_info)</div><div class="ttdoc">Set the input and output tensors. </div></div>
 123 <div class="ttc" id="classarm__compute_1_1test_1_1_raw_tensor_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1_raw_tensor.xhtml">arm_compute::test::RawTensor</a></div><div class="ttdoc">Simple tensor object that stores elements in a consecutive chunk of memory. </div><div class="ttdef"><b>Definition:</b> <a href="_raw_tensor_8h_source.xhtml#l00047">RawTensor.h:47</a></div></div>
 124 <div class="ttc" id="classarm__compute_1_1_tensor_shape_xhtml"><div class="ttname"><a href="classarm__compute_1_1_tensor_shape.xhtml">arm_compute::TensorShape</a></div><div class="ttdoc">Shape of a tensor. </div><div class="ttdef"><b>Definition:</b> <a href="_tensor_shape_8h_source.xhtml#l00038">TensorShape.h:38</a></div></div>
 125 <div class="ttc" id="namespacearm__compute_xhtml_ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543"><div class="ttname"><a href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">arm_compute::DataType::QS8</a></div></div>
 126 <div class="ttc" id="namespacearm__compute_1_1test_xhtml"><div class="ttname"><a href="namespacearm__compute_1_1test.xhtml">arm_compute::test</a></div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_g_e_m_m_8h_source.xhtml#l00039">GEMM.h:39</a></div></div>
 127 <div class="ttc" id="classarm__compute_1_1_n_e_normalization_layer_xhtml_ad1717410afd0be936c6213a63c8005fb"><div class="ttname"><a href="classarm__compute_1_1_n_e_normalization_layer.xhtml#ad1717410afd0be936c6213a63c8005fb">arm_compute::NENormalizationLayer::run</a></div><div class="ttdeci">void run() override</div><div class="ttdoc">Run the kernels contained in the function. </div></div>
 128 <div class="ttc" id="namespacearm__compute_xhtml_ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda"><div class="ttname"><a href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">arm_compute::Format::F32</a></div><div class="ttdoc">1 channel, 1 F16 per channel </div></div>
 129 <div class="ttc" id="classarm__compute_1_1_normalization_layer_info_xhtml"><div class="ttname"><a href="classarm__compute_1_1_normalization_layer_info.xhtml">arm_compute::NormalizationLayerInfo</a></div><div class="ttdoc">Normalization Layer Information class. </div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2core_2_types_8h_source.xhtml#l00506">Types.h:506</a></div></div>
 130 <div class="ttc" id="_n_e_accessor_8h_xhtml"><div class="ttname"><a href="_n_e_accessor_8h.xhtml">NEAccessor.h</a></div></div>
 131 <div class="ttc" id="namespacearm__compute_xhtml"><div class="ttname"><a href="namespacearm__compute.xhtml">arm_compute</a></div><div class="ttdef"><b>Definition:</b> <a href="01__library_8dox_source.xhtml#l00001">01_library.dox:1</a></div></div>
 132 <div class="ttc" id="classarm__compute_1_1_tensor_xhtml_a531ec877bfc923dea3ab6f1be5e6e1ac"><div class="ttname"><a href="classarm__compute_1_1_tensor.xhtml#a531ec877bfc923dea3ab6f1be5e6e1ac">arm_compute::Tensor::allocator</a></div><div class="ttdeci">TensorAllocator * allocator()</div><div class="ttdoc">Return a pointer to the tensor&amp;#39;s allocator. </div></div>
 133 <div class="ttc" id="classarm__compute_1_1_i_tensor_info_xhtml_af555338f11d1d28f258f259ac3da743b"><div class="ttname"><a href="classarm__compute_1_1_i_tensor_info.xhtml#af555338f11d1d28f258f259ac3da743b">arm_compute::ITensorInfo::is_resizable</a></div><div class="ttdeci">virtual bool is_resizable() const =0</div><div class="ttdoc">Flag indicating whether the size of the tensor can be changed. </div></div>
 134 <div class="ttc" id="classarm__compute_1_1test_1_1_small_shapes_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1_small_shapes.xhtml">arm_compute::test::SmallShapes</a></div><div class="ttdoc">Data set containing small tensor shapes. </div><div class="ttdef"><b>Definition:</b> <a href="_shape_datasets_8h_source.xhtml#l00106">ShapeDatasets.h:106</a></div></div>
 135 <div class="ttc" id="validation_2_datasets_8h_xhtml"><div class="ttname"><a href="validation_2_datasets_8h.xhtml">Datasets.h</a></div></div>
 136 <div class="ttc" id="_type_printer_8h_xhtml"><div class="ttname"><a href="_type_printer_8h.xhtml">TypePrinter.h</a></div></div>
 137 <div class="ttc" id="classarm__compute_1_1_tensor_allocator_xhtml_a6e509c2a177b0b29e9e2369535094dee"><div class="ttname"><a href="classarm__compute_1_1_tensor_allocator.xhtml#a6e509c2a177b0b29e9e2369535094dee">arm_compute::TensorAllocator::allocate</a></div><div class="ttdeci">void allocate() override</div><div class="ttdoc">Allocate size specified by TensorInfo of CPU memory. </div></div>
 138 <div class="ttc" id="classarm__compute_1_1_tensor_xhtml"><div class="ttname"><a href="classarm__compute_1_1_tensor.xhtml">arm_compute::Tensor</a></div><div class="ttdoc">Basic implementation of the tensor interface. </div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2runtime_2_tensor_8h_source.xhtml#l00037">Tensor.h:37</a></div></div>
 139 <div class="ttc" id="namespacearm__compute_1_1test_1_1neon_xhtml"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1neon.xhtml">arm_compute::test::neon</a></div><div class="ttdef"><b>Definition:</b> <a href="_n_e_o_n_2_helper_8h_source.xhtml#l00036">Helper.h:36</a></div></div>
 140 <div class="ttc" id="namespacearm__compute_1_1test_xhtml_a4ced6442a379a75e8a6c4be093fb666b"><div class="ttname"><a href="namespacearm__compute_1_1test.xhtml#a4ced6442a379a75e8a6c4be093fb666b">arm_compute::test::library</a></div><div class="ttdeci">std::unique_ptr&lt; TensorLibrary &gt; library</div><div class="ttdef"><b>Definition:</b> <a href="benchmark_2main_8cpp_source.xhtml#l00050">main.cpp:50</a></div></div>
 141 <div class="ttc" id="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1neon_1_1_n_e_accessor.xhtml">arm_compute::test::neon::NEAccessor</a></div><div class="ttdoc">Accessor implementation for Tensor objects. </div><div class="ttdef"><b>Definition:</b> <a href="_n_e_accessor_8h_source.xhtml#l00038">NEAccessor.h:38</a></div></div>
 142 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a7730e17dc901bdffefcf45b08bab135f"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">arm_compute::test::validation::validate</a></div><div class="ttdeci">void validate(const arm_compute::ValidRegion &amp;region, const arm_compute::ValidRegion &amp;reference)</div><div class="ttdoc">Validate valid regions. </div><div class="ttdef"><b>Definition:</b> <a href="_validation_8cpp_source.xhtml#l00166">Validation.cpp:166</a></div></div>
 143 <div class="ttc" id="classarm__compute_1_1test_1_1_normalization_types_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1_normalization_types.xhtml">arm_compute::test::NormalizationTypes</a></div><div class="ttdoc">Data set containing all possible normalization types. </div><div class="ttdef"><b>Definition:</b> <a href="_normalization_type_dataset_8h_source.xhtml#l00042">NormalizationTypeDataset.h:42</a></div></div>
 144 <div class="ttc" id="_validation_8h_xhtml"><div class="ttname"><a href="_validation_8h.xhtml">Validation.h</a></div></div>
 145 <div class="ttc" id="namespaceboost_xhtml"><div class="ttname"><a href="namespaceboost.xhtml">boost</a></div><div class="ttdef"><b>Definition:</b> <a href="validation_2_datasets_8h_source.xhtml#l00047">Datasets.h:47</a></div></div>
 146 <div class="ttc" id="_n_e_o_n_2_helper_8h_xhtml"><div class="ttname"><a href="_n_e_o_n_2_helper_8h.xhtml">Helper.h</a></div></div>
 147 <div class="ttc" id="_n_e_normalization_layer_8h_xhtml"><div class="ttname"><a href="_n_e_normalization_layer_8h.xhtml">NENormalizationLayer.h</a></div></div>
 148 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml">arm_compute::test::validation</a></div><div class="ttdef"><b>Definition:</b> <a href="_c_l_fixture_8h_source.xhtml#l00033">CLFixture.h:33</a></div></div>
 149 <div class="ttc" id="namespacearm__compute_xhtml_ad8ed01ff3ff33333d8e19db4d2818bb6"><div class="ttname"><a href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6">arm_compute::DataType</a></div><div class="ttdeci">DataType</div><div class="ttdoc">Available data types. </div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2core_2_types_8h_source.xhtml#l00060">Types.h:60</a></div></div>
 150 <div class="ttc" id="classarm__compute_1_1_n_e_normalization_layer_xhtml"><div class="ttname"><a href="classarm__compute_1_1_n_e_normalization_layer.xhtml">arm_compute::NENormalizationLayer</a></div><div class="ttdoc">Basic function to simulate a normalization layer. </div><div class="ttdef"><b>Definition:</b> <a href="_n_e_normalization_layer_8h_source.xhtml#l00047">NENormalizationLayer.h:47</a></div></div>
 151 <div class="ttc" id="classarm__compute_1_1_tensor_xhtml_aa68535e0983cc60a425253a72b162661"><div class="ttname"><a href="classarm__compute_1_1_tensor.xhtml#aa68535e0983cc60a425253a72b162661">arm_compute::Tensor::info</a></div><div class="ttdeci">ITensorInfo * info() const override</div><div class="ttdoc">Interface to be implemented by the child class to return the tensor&amp;#39;s metadata. </div></div>
 152 </div><!-- fragment --></div><!-- contents -->
 153 </div><!-- doc-content -->
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 156   <ul>
 157     <li class="navelem"><a class="el" href="dir_59425e443f801f1f2fd8bbe4959a3ccf.xhtml">tests</a></li><li class="navelem"><a class="el" href="dir_e7c7b16542faa38cb4655ff1750d3604.xhtml">validation</a></li><li class="navelem"><a class="el" href="dir_0538a82dae0483a21d0f1e9d7e0a45c6.xhtml">NEON</a></li><li class="navelem"><a class="el" href="validation_2_n_e_o_n_2_normalization_layer_8cpp.xhtml">NormalizationLayer.cpp</a></li>
 158     <li class="footer">Generated on Fri Jun 23 2017 15:44:33 for Compute Library by
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 160     <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.11 </li>
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