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 115 <div class="title">ConvolutionLayer.cpp</div>  </div>
 116 </div><!--header-->
 117 <div class="contents">
 118 <a href="validation_2_c_l_2_convolution_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>
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 141 <div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="arm__compute_2core_2_types_8h.xhtml">arm_compute/core/Types.h</a>&quot;</span></div>
 142 <div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_c_l_tensor_8h.xhtml">arm_compute/runtime/CL/CLTensor.h</a>&quot;</span></div>
 143 <div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_c_l_tensor_allocator_8h.xhtml">arm_compute/runtime/CL/CLTensorAllocator.h</a>&quot;</span></div>
 144 <div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_c_l_convolution_layer_8h.xhtml">arm_compute/runtime/CL/functions/CLConvolutionLayer.h</a>&quot;</span></div>
 145 <div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_c_l_accessor_8h.xhtml">tests/CL/CLAccessor.h</a>&quot;</span></div>
 146 <div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_padding_calculator_8h.xhtml">tests/PaddingCalculator.h</a>&quot;</span></div>
 147 <div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_large_convolution_layer_dataset_8h.xhtml">tests/datasets/LargeConvolutionLayerDataset.h</a>&quot;</span></div>
 148 <div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_small_convolution_layer_dataset_8h.xhtml">tests/datasets/SmallConvolutionLayerDataset.h</a>&quot;</span></div>
 149 <div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_asserts_8h.xhtml">tests/framework/Asserts.h</a>&quot;</span></div>
 150 <div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_macros_8h.xhtml">tests/framework/Macros.h</a>&quot;</span></div>
 151 <div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_datasets_8h.xhtml">tests/framework/datasets/Datasets.h</a>&quot;</span></div>
 152 <div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_validation_8h.xhtml">tests/validation/Validation.h</a>&quot;</span></div>
 153 <div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="validation_2fixtures_2_convolution_layer_fixture_8h.xhtml">tests/validation/fixtures/ConvolutionLayerFixture.h</a>&quot;</span></div>
 154 <div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;</div>
 155 <div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;<span class="keyword">namespace </span>arm_compute</div>
 156 <div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;{</div>
 157 <div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="keyword">namespace </span>test</div>
 158 <div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;{</div>
 159 <div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="keyword">namespace </span>validation</div>
 160 <div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;{</div>
 161 <div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="keyword">namespace</span></div>
 162 <div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;{</div>
 163 <div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;RelativeTolerance&lt;float&gt;            tolerance_f32(0.05f);                 </div>
 164 <div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;RelativeTolerance&lt;half_float::half&gt; tolerance_f16(<a class="code" href="namespacearm__compute.xhtml#a73e2825fd61d349c5ca2f5313e3c8ea1">half_float::half</a>(0.2)); </div>
 165 <div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;constexpr AbsoluteTolerance&lt;float&gt;  tolerance_q(1.0f);                    </div>
 166 <div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;constexpr <span class="keywordtype">float</span>                     tolerance_num = 0.07f;                </div>
 167 <div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="keyword">const</span> <span class="keyword">auto</span> CNNDataTypes = <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 168 <div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;{</div>
 169 <div class="line"><a name="l00054"></a><span class="lineno">   54</span>&#160;    <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a56d8353718e6fdc78b8d69078a2cdb94">DataType::F16</a>,</div>
 170 <div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;    <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">DataType::F32</a>,</div>
 171 <div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;    <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>,</div>
 172 <div class="line"><a name="l00057"></a><span class="lineno">   57</span>&#160;    <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a48d877702a2957f5a932c43a357866f9">DataType::QS16</a>,</div>
 173 <div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;});</div>
 174 <div class="line"><a name="l00059"></a><span class="lineno">   59</span>&#160;} <span class="comment">// namespace</span></div>
 175 <div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;</div>
 176 <div class="line"><a name="l00061"></a><span class="lineno">   61</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(CL)</div>
 177 <div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(ConvolutionLayer)</div>
 178 <div class="line"><a name="l00063"></a><span class="lineno">   63</span>&#160;</div>
 179 <div class="line"><a name="l00064"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a8703762e8291b913c69ce32376c1fb14">   64</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a122e3a9ceeb35b23b5d9e0ecaff76e50">DATA_TEST_CASE</a>(Configuration, framework::<a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">DatasetMode</a>::ALL, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(framework::dataset::<a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a20b2c46a6ccea85acf64c599a68251d7">concat</a>(datasets::SmallConvolutionLayerDataset(), datasets::LargeConvolutionLayerDataset()), CNNDataTypes),</div>
 180 <div class="line"><a name="l00065"></a><span class="lineno">   65</span>&#160;               input_shape, weights_shape, bias_shape, output_shape, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a096668313a9a819d54a2e65ec21ff0cc">info</a>, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">data_type</a>)</div>
 181 <div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;{</div>
 182 <div class="line"><a name="l00067"></a><span class="lineno">   67</span>&#160;    <span class="comment">// Set fixed point position data type allowed</span></div>
 183 <div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;    <span class="keywordtype">int</span> fixed_point_position = <a class="code" href="namespacearm__compute.xhtml#ab6bb62694ae8369d18a9c9687040975e">is_data_type_fixed_point</a>(data_type) ? 3 : 0;</div>
 184 <div class="line"><a name="l00069"></a><span class="lineno">   69</span>&#160;</div>
 185 <div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;    <span class="comment">// Create tensors</span></div>
 186 <div class="line"><a name="l00071"></a><span class="lineno">   71</span>&#160;    <a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml">CLTensor</a> src     = create_tensor&lt;CLTensor&gt;(input_shape, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">data_type</a>, 1, fixed_point_position);</div>
 187 <div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;    <a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml">CLTensor</a> weights = create_tensor&lt;CLTensor&gt;(weights_shape, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">data_type</a>, 1, fixed_point_position);</div>
 188 <div class="line"><a name="l00073"></a><span class="lineno">   73</span>&#160;    <a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml">CLTensor</a> bias    = create_tensor&lt;CLTensor&gt;(bias_shape, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">data_type</a>, 1, fixed_point_position);</div>
 189 <div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;    <a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml">CLTensor</a> dst     = create_tensor&lt;CLTensor&gt;(output_shape, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">data_type</a>, 1, fixed_point_position);</div>
 190 <div class="line"><a name="l00075"></a><span class="lineno">   75</span>&#160;</div>
 191 <div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;    <a class="code" href="_asserts_8h.xhtml#adc60af942e951dc93e22b97b41809b51">ARM_COMPUTE_EXPECT</a>(src.<a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml#a97de03c31e0ca04be6960e2e3ffdca95">info</a>()-&gt;<a class="code" href="classarm__compute_1_1_tensor_info.xhtml#aaee6555ace43b03173844b1a228a3fc3">is_resizable</a>(), <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57">framework::LogLevel::ERRORS</a>);</div>
 192 <div class="line"><a name="l00077"></a><span class="lineno">   77</span>&#160;    <a class="code" href="_asserts_8h.xhtml#adc60af942e951dc93e22b97b41809b51">ARM_COMPUTE_EXPECT</a>(weights.info()-&gt;is_resizable(), <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57">framework::LogLevel::ERRORS</a>);</div>
 193 <div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;    <a class="code" href="_asserts_8h.xhtml#adc60af942e951dc93e22b97b41809b51">ARM_COMPUTE_EXPECT</a>(bias.info()-&gt;is_resizable(), <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57">framework::LogLevel::ERRORS</a>);</div>
 194 <div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;    <a class="code" href="_asserts_8h.xhtml#adc60af942e951dc93e22b97b41809b51">ARM_COMPUTE_EXPECT</a>(dst.info()-&gt;is_resizable(), <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57">framework::LogLevel::ERRORS</a>);</div>
 195 <div class="line"><a name="l00080"></a><span class="lineno">   80</span>&#160;</div>
 196 <div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;    <span class="comment">// Create and configure function</span></div>
 197 <div class="line"><a name="l00082"></a><span class="lineno">   82</span>&#160;    <a class="code" href="classarm__compute_1_1_c_l_convolution_layer.xhtml">CLConvolutionLayer</a> conv;</div>
 198 <div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;    conv.<a class="code" href="classarm__compute_1_1_c_l_convolution_layer.xhtml#a8d1c6ccb46b113adb54e1ae559a2203f">configure</a>(&amp;src, &amp;weights, &amp;bias, &amp;dst, info);</div>
 199 <div class="line"><a name="l00084"></a><span class="lineno">   84</span>&#160;</div>
 200 <div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;    <span class="comment">// Validate valid region</span></div>
 201 <div class="line"><a name="l00086"></a><span class="lineno">   86</span>&#160;    <span class="keyword">const</span> <a class="code" href="structarm__compute_1_1_valid_region.xhtml">ValidRegion</a> src_valid_region     = <a class="code" href="namespacearm__compute_1_1test.xhtml#a4c9ad143c34306817986409ffb1dbd40">shape_to_valid_region</a>(input_shape);</div>
 202 <div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;    <span class="keyword">const</span> <a class="code" href="structarm__compute_1_1_valid_region.xhtml">ValidRegion</a> weights_valid_region = <a class="code" href="namespacearm__compute_1_1test.xhtml#a4c9ad143c34306817986409ffb1dbd40">shape_to_valid_region</a>(weights_shape);</div>
 203 <div class="line"><a name="l00088"></a><span class="lineno">   88</span>&#160;    <span class="keyword">const</span> <a class="code" href="structarm__compute_1_1_valid_region.xhtml">ValidRegion</a> bias_valid_region    = <a class="code" href="namespacearm__compute_1_1test.xhtml#a4c9ad143c34306817986409ffb1dbd40">shape_to_valid_region</a>(bias_shape);</div>
 204 <div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;    <span class="keyword">const</span> <a class="code" href="structarm__compute_1_1_valid_region.xhtml">ValidRegion</a> dst_valid_region     = <a class="code" href="namespacearm__compute_1_1test.xhtml#a4c9ad143c34306817986409ffb1dbd40">shape_to_valid_region</a>(output_shape);</div>
 205 <div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;</div>
 206 <div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(src.<a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml#a97de03c31e0ca04be6960e2e3ffdca95">info</a>()-&gt;<a class="code" href="classarm__compute_1_1_tensor_info.xhtml#a3c20d908342087484d883574d55dd482">valid_region</a>(), src_valid_region);</div>
 207 <div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(weights.info()-&gt;valid_region(), weights_valid_region);</div>
 208 <div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(bias.info()-&gt;valid_region(), bias_valid_region);</div>
 209 <div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;    <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7730e17dc901bdffefcf45b08bab135f">validate</a>(dst.info()-&gt;valid_region(), dst_valid_region);</div>
 210 <div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;}</div>
 211 <div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;</div>
 212 <div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> T&gt;</div>
 213 <div class="line"><a name="l00098"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a98709d5e4efc9028a58a0e2b17c05f0d">   98</a></span>&#160;<span class="keyword">using</span> <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">CLConvolutionLayerFixture</a> = <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">ConvolutionValidationFixture&lt;CLTensor, CLAccessor, CLConvolutionLayer, T&gt;</a>;</div>
 214 <div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;</div>
 215 <div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(Float)</div>
 216 <div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(FP16)</div>
 217 <div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a9278ff5e5c38f35be584da6bf706ab23">  102</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunSmall, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">CLConvolutionLayerFixture</a>&lt;<a class="code" href="namespacearm__compute.xhtml#a73e2825fd61d349c5ca2f5313e3c8ea1">half</a>&gt;, framework::<a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">DatasetMode</a>::PRECOMMIT, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(datasets::SmallConvolutionLayerDataset(),</div>
 218 <div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;                                                                                                                     framework::dataset::<a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">make</a>(&quot;ReshapeWeights&quot;, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 219 <div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;                                                                                                             <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 220 <div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;                                                                                                                     <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a56d8353718e6fdc78b8d69078a2cdb94">DataType::F16</a>)))</div>
 221 <div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;{</div>
 222 <div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;    <span class="comment">// Validate output</span></div>
 223 <div class="line"><a name="l00108"></a><span class="lineno">  108</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_f16, tolerance_num);</div>
 224 <div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;}</div>
 225 <div class="line"><a name="l00110"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#ab443c45cd06dcc7d818cdc8c807c2beb">  110</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunLarge, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">CLConvolutionLayerFixture&lt;half&gt;</a>, <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3">framework::DatasetMode::NIGHTLY</a>, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset.xhtml">datasets::LargeConvolutionLayerDataset</a>(),</div>
 226 <div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;                                                                                                                   <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;ReshapeWeights&quot;</span>, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 227 <div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;                                                                                                           <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 228 <div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;                                                                                                                   <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a56d8353718e6fdc78b8d69078a2cdb94">DataType::F16</a>)))</div>
 229 <div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;{</div>
 230 <div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;    <span class="comment">// Validate output</span></div>
 231 <div class="line"><a name="l00116"></a><span class="lineno">  116</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_f16, tolerance_num);</div>
 232 <div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;}</div>
 233 <div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 234 <div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;</div>
 235 <div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(FP32)</div>
 236 <div class="line"><a name="l00121"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#ac3c7058afe40c84279be3d5593b11e00">  121</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunSmall, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">CLConvolutionLayerFixture</a>&lt;<span class="keywordtype">float</span>&gt;, framework::<a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">DatasetMode</a>::PRECOMMIT, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(datasets::SmallConvolutionLayerDataset(),</div>
 237 <div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;                                                                                                                      framework::dataset::<a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">make</a>(&quot;ReshapeWeights&quot;, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 238 <div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;                                                                                                              <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 239 <div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;                                                                                                                      <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">DataType::F32</a>)))</div>
 240 <div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;{</div>
 241 <div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    <span class="comment">// Validate output</span></div>
 242 <div class="line"><a name="l00127"></a><span class="lineno">  127</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_f32);</div>
 243 <div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;}</div>
 244 <div class="line"><a name="l00129"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a8c1c2af512af673a6cb1dfc4e5fdc55f">  129</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunLarge, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">CLConvolutionLayerFixture&lt;float&gt;</a>, <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3">framework::DatasetMode::NIGHTLY</a>, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset.xhtml">datasets::LargeConvolutionLayerDataset</a>(),</div>
 245 <div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;                                                                                                                    <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;ReshapeWeights&quot;</span>, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 246 <div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;                                                                                                            <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 247 <div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;                                                                                                                    <a class="code" href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a44ad4ef5a76e6aa6fb3e3fa079a54fda">DataType::F32</a>)))</div>
 248 <div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;{</div>
 249 <div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    <span class="comment">// Validate output</span></div>
 250 <div class="line"><a name="l00135"></a><span class="lineno">  135</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_f32);</div>
 251 <div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;}</div>
 252 <div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 253 <div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 254 <div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div>
 255 <div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;template &lt;typename T&gt;</div>
 256 <div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a55c7d9f68d6d5f22b19b75c51251261b">  141</a></span>&#160;using <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">CLConvolutionLayerFixedPointFixture</a> = <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">ConvolutionValidationFixedPointFixture</a>&lt;<a class="code" href="classarm__compute_1_1_c_l_tensor.xhtml">CLTensor</a>, <a class="code" href="classarm__compute_1_1test_1_1_c_l_accessor.xhtml">CLAccessor</a>, <a class="code" href="classarm__compute_1_1_c_l_convolution_layer.xhtml">CLConvolutionLayer</a>, T&gt;;</div>
 257 <div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div>
 258 <div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(Quantized)</div>
 259 <div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(QS8)</div>
 260 <div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;<span class="comment">// We test for fixed point precision [4,6]</span></div>
 261 <div class="line"><a name="l00146"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae682f533b5e291813e41a7c15d986696">  146</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunSmall, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">CLConvolutionLayerFixedPointFixture</a>&lt;int8_t&gt;, framework::<a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">DatasetMode</a>::PRECOMMIT, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(datasets::SmallConvolutionLayerDataset(),</div>
 262 <div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;                       framework::dataset::<a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">make</a>(&quot;ReshapeWeights&quot;, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 263 <div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 264 <div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;                                                <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>)),</div>
 265 <div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;FractionalBits&quot;</span>, 4, 7)))</div>
 266 <div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;{</div>
 267 <div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    <span class="comment">// Validate output</span></div>
 268 <div class="line"><a name="l00153"></a><span class="lineno">  153</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_q);</div>
 269 <div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;}</div>
 270 <div class="line"><a name="l00155"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#af38f4b42bbf361732e32a83bb100624a">  155</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunLarge, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">CLConvolutionLayerFixedPointFixture&lt;int8_t&gt;</a>, <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3">framework::DatasetMode::NIGHTLY</a>, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset.xhtml">datasets::LargeConvolutionLayerDataset</a>(),</div>
 271 <div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;                                                                                                                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;ReshapeWeights&quot;</span>, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 272 <div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;                                                                                                                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 273 <div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;                                                                                                                               <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">DataType::QS8</a>)),</div>
 274 <div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;                                                                                                                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;FractionalBits&quot;</span>, 4, 7)))</div>
 275 <div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;{</div>
 276 <div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    <span class="comment">// Validate output</span></div>
 277 <div class="line"><a name="l00162"></a><span class="lineno">  162</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_q);</div>
 278 <div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;}</div>
 279 <div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 280 <div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;</div>
 281 <div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;<a class="code" href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a>(QS16)</div>
 282 <div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;<span class="comment">// Testing for fixed point position [1,14)</span></div>
 283 <div class="line"><a name="l00168"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a74a357ee713ebf2d96baa2473bb5ad6f">  168</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunSmall, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">CLConvolutionLayerFixedPointFixture</a>&lt;int16_t&gt;, framework::<a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">DatasetMode</a>::PRECOMMIT, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(datasets::SmallConvolutionLayerDataset(),</div>
 284 <div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;                       framework::dataset::<a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">make</a>(&quot;ReshapeWeights&quot;, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 285 <div class="line"><a name="l00170"></a><span class="lineno">  170</span>&#160;                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 286 <div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;                                                <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a48d877702a2957f5a932c43a357866f9">DataType::QS16</a>)),</div>
 287 <div class="line"><a name="l00172"></a><span class="lineno">  172</span>&#160;                       <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;FractionalBits&quot;</span>, 1, 14)))</div>
 288 <div class="line"><a name="l00173"></a><span class="lineno">  173</span>&#160;{</div>
 289 <div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;    <span class="comment">// Validate output</span></div>
 290 <div class="line"><a name="l00175"></a><span class="lineno">  175</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_q);</div>
 291 <div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;}</div>
 292 <div class="line"><a name="l00177"></a><span class="lineno"><a class="line" href="namespacearm__compute_1_1test_1_1validation.xhtml#a3270b5a02f84a2917e2a07de38388be1">  177</a></span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">FIXTURE_DATA_TEST_CASE</a>(RunLarge, <a class="code" href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">CLConvolutionLayerFixedPointFixture&lt;int16_t&gt;</a>, <a class="code" href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3">framework::DatasetMode::NIGHTLY</a>, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">combine</a>(<a class="code" href="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset.xhtml">datasets::LargeConvolutionLayerDataset</a>(),</div>
 293 <div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;                                                                                                                        <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;ReshapeWeights&quot;</span>, { <span class="keyword">true</span>, <span class="keyword">false</span> })),</div>
 294 <div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;                                                                                                                        <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;DataType&quot;</span>,</div>
 295 <div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;                                                                                                                                <a class="code" href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a48d877702a2957f5a932c43a357866f9">DataType::QS16</a>)),</div>
 296 <div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;                                                                                                                        <a class="code" href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">framework::dataset::make</a>(<span class="stringliteral">&quot;FractionalBits&quot;</span>, 1, 14)))</div>
 297 <div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;{</div>
 298 <div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    <span class="comment">// Validate output</span></div>
 299 <div class="line"><a name="l00184"></a><span class="lineno">  184</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_1_c_l_accessor.xhtml">CLAccessor</a>(_target), _reference, tolerance_q);</div>
 300 <div class="line"><a name="l00185"></a><span class="lineno">  185</span>&#160;}</div>
 301 <div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 302 <div class="line"><a name="l00187"></a><span class="lineno">  187</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 303 <div class="line"><a name="l00188"></a><span class="lineno">  188</span>&#160;</div>
 304 <div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 305 <div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">TEST_SUITE_END</a>()</div>
 306 <div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;} <span class="comment">// namespace validation</span></div>
 307 <div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;} <span class="comment">// namespace test</span></div>
 308 <div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;} <span class="comment">// namespace arm_compute</span></div>
 309 <div class="ttc" id="classarm__compute_1_1_c_l_convolution_layer_xhtml_a8d1c6ccb46b113adb54e1ae559a2203f"><div class="ttname"><a href="classarm__compute_1_1_c_l_convolution_layer.xhtml#a8d1c6ccb46b113adb54e1ae559a2203f">arm_compute::CLConvolutionLayer::configure</a></div><div class="ttdeci">void configure(const ICLTensor *input, const ICLTensor *weights, const ICLTensor *biases, ICLTensor *output, const PadStrideInfo &amp;conv_info, const WeightsInfo &amp;weights_info=WeightsInfo())</div><div class="ttdoc">Set the input and output tensors. </div></div>
 310 <div class="ttc" id="namespacearm__compute_xhtml_ad8ed01ff3ff33333d8e19db4d2818bb6a48d877702a2957f5a932c43a357866f9"><div class="ttname"><a href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a48d877702a2957f5a932c43a357866f9">arm_compute::DataType::QS16</a></div></div>
 311 <div class="ttc" id="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixture.xhtml">arm_compute::test::validation::ConvolutionValidationFixture</a></div><div class="ttdef"><b>Definition:</b> <a href="validation_2fixtures_2_convolution_layer_fixture_8h_source.xhtml#l00253">ConvolutionLayerFixture.h:253</a></div></div>
 312 <div class="ttc" id="_c_l_convolution_layer_8h_xhtml"><div class="ttname"><a href="_c_l_convolution_layer_8h.xhtml">CLConvolutionLayer.h</a></div></div>
 313 <div class="ttc" id="namespacearm__compute_1_1test_xhtml_a4c9ad143c34306817986409ffb1dbd40"><div class="ttname"><a href="namespacearm__compute_1_1test.xhtml#a4c9ad143c34306817986409ffb1dbd40">arm_compute::test::shape_to_valid_region</a></div><div class="ttdeci">ValidRegion shape_to_valid_region(TensorShape shape, bool border_undefined=false, BorderSize border_size=BorderSize(0))</div><div class="ttdoc">Create a valid region based on tensor shape, border mode and border size. </div><div class="ttdef"><b>Definition:</b> <a href="tests_2_utils_8h_source.xhtml#l00193">Utils.h:193</a></div></div>
 314 <div class="ttc" id="namespacearm__compute_xhtml_ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543"><div class="ttname"><a href="namespacearm__compute.xhtml#ad8ed01ff3ff33333d8e19db4d2818bb6a11cde4d3551db3f9498d339a67189543">arm_compute::DataType::QS8</a></div></div>
 315 <div class="ttc" id="classarm__compute_1_1_tensor_info_xhtml_aaee6555ace43b03173844b1a228a3fc3"><div class="ttname"><a href="classarm__compute_1_1_tensor_info.xhtml#aaee6555ace43b03173844b1a228a3fc3">arm_compute::TensorInfo::is_resizable</a></div><div class="ttdeci">bool is_resizable() const override</div><div class="ttdoc">Flag indicating whether the size of the tensor can be changed. </div><div class="ttdef"><b>Definition:</b> <a href="_tensor_info_8h_source.xhtml#l00263">TensorInfo.h:263</a></div></div>
 316 <div class="ttc" id="classarm__compute_1_1_tensor_info_xhtml_a3c20d908342087484d883574d55dd482"><div class="ttname"><a href="classarm__compute_1_1_tensor_info.xhtml#a3c20d908342087484d883574d55dd482">arm_compute::TensorInfo::valid_region</a></div><div class="ttdeci">ValidRegion valid_region() const override</div><div class="ttdoc">Valid region of the tensor. </div><div class="ttdef"><b>Definition:</b> <a href="_tensor_info_8h_source.xhtml#l00271">TensorInfo.h:271</a></div></div>
 317 <div class="ttc" id="_padding_calculator_8h_xhtml"><div class="ttname"><a href="_padding_calculator_8h.xhtml">PaddingCalculator.h</a></div></div>
 318 <div class="ttc" id="_macros_8h_xhtml"><div class="ttname"><a href="_macros_8h.xhtml">Macros.h</a></div></div>
 319 <div class="ttc" id="_c_l_tensor_8h_xhtml"><div class="ttname"><a href="_c_l_tensor_8h.xhtml">CLTensor.h</a></div></div>
 320 <div class="ttc" id="namespacearm__compute_xhtml_a73e2825fd61d349c5ca2f5313e3c8ea1"><div class="ttname"><a href="namespacearm__compute.xhtml#a73e2825fd61d349c5ca2f5313e3c8ea1">arm_compute::half</a></div><div class="ttdeci">half_float::half half</div><div class="ttdoc">16-bit floating point type </div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2core_2_types_8h_source.xhtml#l00039">Types.h:39</a></div></div>
 321 <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>
 322 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_acc16f69c216561ccfe575ec7f7421171"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#acc16f69c216561ccfe575ec7f7421171">arm_compute::test::validation::FIXTURE_DATA_TEST_CASE</a></div><div class="ttdeci">FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture&lt; half &gt;, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make(&quot;DataType&quot;, DataType::F16)))</div><div class="ttdef"><b>Definition:</b> <a href="validation_2_c_l_2_activation_layer_8cpp_source.xhtml#l00164">ActivationLayer.cpp:164</a></div></div>
 323 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a886187093300f6e68ccf9e169a947dbf"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a886187093300f6e68ccf9e169a947dbf">arm_compute::test::validation::combine</a></div><div class="ttdeci">combine(concat(datasets::Small2DShapes(), datasets::Large2DShapes()), framework::dataset::make(&quot;DataType&quot;, DataType::S16))</div></div>
 324 <div class="ttc" id="namespacearm__compute_1_1test_1_1framework_1_1dataset_xhtml_a352791fb808d42a82ad70df5efa3508b"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a352791fb808d42a82ad70df5efa3508b">arm_compute::test::framework::dataset::make</a></div><div class="ttdeci">std::enable_if&lt; is_container&lt; T &gt;::value, ContainerDataset&lt; T &gt; &gt;::type make(std::string name, T &amp;&amp;values)</div><div class="ttdoc">Helper function to create a ContainerDataset. </div><div class="ttdef"><b>Definition:</b> <a href="_container_dataset_8h_source.xhtml#l00140">ContainerDataset.h:140</a></div></div>
 325 <div class="ttc" id="classarm__compute_1_1_c_l_tensor_xhtml_a97de03c31e0ca04be6960e2e3ffdca95"><div class="ttname"><a href="classarm__compute_1_1_c_l_tensor.xhtml#a97de03c31e0ca04be6960e2e3ffdca95">arm_compute::CLTensor::info</a></div><div class="ttdeci">TensorInfo * info() const override</div><div class="ttdoc">Interface to be implemented by the child class to return the tensor&#39;s metadata. </div></div>
 326 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a096668313a9a819d54a2e65ec21ff0cc"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a096668313a9a819d54a2e65ec21ff0cc">arm_compute::test::validation::info</a></div><div class="ttdeci">src info() -&gt; set_format(Format::S16)</div></div>
 327 <div class="ttc" id="_c_l_accessor_8h_xhtml"><div class="ttname"><a href="_c_l_accessor_8h.xhtml">CLAccessor.h</a></div></div>
 328 <div class="ttc" id="namespacearm__compute_xhtml_ab4e88c89b3b7ea1735996cc4def22d58a56d8353718e6fdc78b8d69078a2cdb94"><div class="ttname"><a href="namespacearm__compute.xhtml#ab4e88c89b3b7ea1735996cc4def22d58a56d8353718e6fdc78b8d69078a2cdb94">arm_compute::Format::F16</a></div><div class="ttdoc">1 channel, 1 U32 per channel </div></div>
 329 <div class="ttc" id="_c_l_tensor_allocator_8h_xhtml"><div class="ttname"><a href="_c_l_tensor_allocator_8h.xhtml">CLTensorAllocator.h</a></div></div>
 330 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_ac2ad7f431e3446fddcd9b6b9f93c4c14"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#ac2ad7f431e3446fddcd9b6b9f93c4c14">arm_compute::test::validation::data_type</a></div><div class="ttdeci">data_type</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_min_max_location_8cpp_source.xhtml#l00090">MinMaxLocation.cpp:90</a></div></div>
 331 <div class="ttc" id="namespacearm__compute_1_1test_1_1framework_xhtml_a7edf31944a6144ffd493d2f9a7bfb5cf"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cf">arm_compute::test::framework::DatasetMode</a></div><div class="ttdeci">DatasetMode</div><div class="ttdoc">Possible dataset modes. </div><div class="ttdef"><b>Definition:</b> <a href="_dataset_modes_8h_source.xhtml#l00040">DatasetModes.h:40</a></div></div>
 332 <div class="ttc" id="_datasets_8h_xhtml"><div class="ttname"><a href="_datasets_8h.xhtml">Datasets.h</a></div></div>
 333 <div class="ttc" id="namespacearm__compute_xhtml_ab6bb62694ae8369d18a9c9687040975e"><div class="ttname"><a href="namespacearm__compute.xhtml#ab6bb62694ae8369d18a9c9687040975e">arm_compute::is_data_type_fixed_point</a></div><div class="ttdeci">bool is_data_type_fixed_point(DataType dt)</div><div class="ttdoc">Check if a given data type is of fixed point type. </div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2core_2_utils_8h_source.xhtml#l00651">Utils.h:651</a></div></div>
 334 <div class="ttc" id="classarm__compute_1_1test_1_1_c_l_accessor_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1_c_l_accessor.xhtml">arm_compute::test::CLAccessor</a></div><div class="ttdoc">Accessor implementation for CLTensor objects. </div><div class="ttdef"><b>Definition:</b> <a href="_c_l_accessor_8h_source.xhtml#l00035">CLAccessor.h:35</a></div></div>
 335 <div class="ttc" id="classarm__compute_1_1_c_l_convolution_layer_xhtml"><div class="ttname"><a href="classarm__compute_1_1_c_l_convolution_layer.xhtml">arm_compute::CLConvolutionLayer</a></div><div class="ttdoc">Basic function to compute the convolution layer. </div><div class="ttdef"><b>Definition:</b> <a href="_c_l_convolution_layer_8h_source.xhtml#l00085">CLConvolutionLayer.h:85</a></div></div>
 336 <div class="ttc" id="_small_convolution_layer_dataset_8h_xhtml"><div class="ttname"><a href="_small_convolution_layer_dataset_8h.xhtml">SmallConvolutionLayerDataset.h</a></div></div>
 337 <div class="ttc" id="namespacearm__compute_1_1test_1_1framework_xhtml_a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1framework.xhtml#a7edf31944a6144ffd493d2f9a7bfb5cfad791cd54143e331164a2b216451a5dd3">arm_compute::test::framework::DatasetMode::NIGHTLY</a></div></div>
 338 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a38fe4b20a05bbaa1c844f3d7a19791ae"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a38fe4b20a05bbaa1c844f3d7a19791ae">arm_compute::test::validation::TEST_SUITE_END</a></div><div class="ttdeci">TEST_SUITE_END() DATA_TEST_CASE(Configuration</div></div>
 339 <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#l00149">Validation.cpp:149</a></div></div>
 340 <div class="ttc" id="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1datasets_1_1_large_convolution_layer_dataset.xhtml">arm_compute::test::datasets::LargeConvolutionLayerDataset</a></div><div class="ttdef"><b>Definition:</b> <a href="_large_convolution_layer_dataset_8h_source.xhtml#l00040">LargeConvolutionLayerDataset.h:40</a></div></div>
 341 <div class="ttc" id="_macros_8h_xhtml_acd09bed517e43d28823e69494f259835"><div class="ttname"><a href="_macros_8h.xhtml#acd09bed517e43d28823e69494f259835">TEST_SUITE</a></div><div class="ttdeci">#define TEST_SUITE(SUITE_NAME)</div><div class="ttdef"><b>Definition:</b> <a href="_macros_8h_source.xhtml#l00034">Macros.h:34</a></div></div>
 342 <div class="ttc" id="_validation_8h_xhtml"><div class="ttname"><a href="_validation_8h.xhtml">Validation.h</a></div></div>
 343 <div class="ttc" id="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture_xhtml"><div class="ttname"><a href="classarm__compute_1_1test_1_1validation_1_1_convolution_validation_fixed_point_fixture.xhtml">arm_compute::test::validation::ConvolutionValidationFixedPointFixture</a></div><div class="ttdef"><b>Definition:</b> <a href="validation_2fixtures_2_convolution_layer_fixture_8h_source.xhtml#l00050">ConvolutionLayerFixture.h:50</a></div></div>
 344 <div class="ttc" id="_asserts_8h_xhtml_adc60af942e951dc93e22b97b41809b51"><div class="ttname"><a href="_asserts_8h.xhtml#adc60af942e951dc93e22b97b41809b51">ARM_COMPUTE_EXPECT</a></div><div class="ttdeci">#define ARM_COMPUTE_EXPECT(X, LEVEL)</div><div class="ttdef"><b>Definition:</b> <a href="_asserts_8h_source.xhtml#l00124">Asserts.h:124</a></div></div>
 345 <div class="ttc" id="namespacearm__compute_1_1test_1_1framework_xhtml_aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1framework.xhtml#aca1fd1d8935433e6ba2e3918214e07f9a6f3a603fac4d817f1848c3173b243b57">arm_compute::test::framework::LogLevel::ERRORS</a></div></div>
 346 <div class="ttc" id="namespacearm__compute_1_1test_1_1framework_1_1dataset_xhtml_a20b2c46a6ccea85acf64c599a68251d7"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1framework_1_1dataset.xhtml#a20b2c46a6ccea85acf64c599a68251d7">arm_compute::test::framework::dataset::concat</a></div><div class="ttdeci">JoinDataset&lt; T, U &gt; concat(T &amp;&amp;dataset1, U &amp;&amp;dataset2)</div><div class="ttdoc">Helper function to create a JoinDataset. </div><div class="ttdef"><b>Definition:</b> <a href="_join_dataset_8h_source.xhtml#l00140">JoinDataset.h:140</a></div></div>
 347 <div class="ttc" id="validation_2fixtures_2_convolution_layer_fixture_8h_xhtml"><div class="ttname"><a href="validation_2fixtures_2_convolution_layer_fixture_8h.xhtml">ConvolutionLayerFixture.h</a></div></div>
 348 <div class="ttc" id="structarm__compute_1_1_valid_region_xhtml"><div class="ttname"><a href="structarm__compute_1_1_valid_region.xhtml">arm_compute::ValidRegion</a></div><div class="ttdef"><b>Definition:</b> <a href="arm__compute_2core_2_types_8h_source.xhtml#l00093">Types.h:93</a></div></div>
 349 <div class="ttc" id="_large_convolution_layer_dataset_8h_xhtml"><div class="ttname"><a href="_large_convolution_layer_dataset_8h.xhtml">LargeConvolutionLayerDataset.h</a></div></div>
 350 <div class="ttc" id="arm__compute_2core_2_types_8h_xhtml"><div class="ttname"><a href="arm__compute_2core_2_types_8h.xhtml">Types.h</a></div></div>
 351 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a122e3a9ceeb35b23b5d9e0ecaff76e50"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a122e3a9ceeb35b23b5d9e0ecaff76e50">arm_compute::test::validation::DATA_TEST_CASE</a></div><div class="ttdeci">DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(concat(datasets::SmallShapes(), datasets::LargeShapes()), CNNDataTypes), framework::dataset::make(&quot;InPlace&quot;,{false, true})), shape, data_type, in_place)</div><div class="ttdef"><b>Definition:</b> <a href="validation_2_c_l_2_activation_layer_8cpp_source.xhtml#l00114">ActivationLayer.cpp:114</a></div></div>
 352 <div class="ttc" id="_asserts_8h_xhtml"><div class="ttname"><a href="_asserts_8h.xhtml">Asserts.h</a></div></div>
 353 <div class="ttc" id="classarm__compute_1_1_c_l_tensor_xhtml"><div class="ttname"><a href="classarm__compute_1_1_c_l_tensor.xhtml">arm_compute::CLTensor</a></div><div class="ttdoc">Basic implementation of the OpenCL tensor interface. </div><div class="ttdef"><b>Definition:</b> <a href="_c_l_tensor_8h_source.xhtml#l00039">CLTensor.h:39</a></div></div>
 354 </div><!-- fragment --></div><!-- contents -->
 355 </div><!-- doc-content -->
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 358   <ul>
 359     <li class="navelem"><a class="el" href="dir_3b4cc335dce0408d77b688e575522aa5.xhtml">tests</a></li><li class="navelem"><a class="el" href="dir_a54a3db5b521d39f12dbe18362fe1216.xhtml">validation</a></li><li class="navelem"><a class="el" href="dir_5c3e6f36232c22ff6b3dc2b17e9cf59e.xhtml">CL</a></li><li class="navelem"><a class="el" href="validation_2_c_l_2_convolution_layer_8cpp.xhtml">ConvolutionLayer.cpp</a></li>
 360     <li class="footer">Generated on Thu Sep 28 2017 14:37:51 for Compute Library by
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 362     <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.6 </li>
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