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<div class="title">depthwise_convolution_quantized.cl</div> </div>
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<a href="depthwise__convolution__quantized_8cl.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) 2017-2019 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;</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="helpers__asymm_8h.xhtml">helpers_asymm.h</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="preprocessor">#if defined(WEIGHTS_OFFSET) &amp;&amp; defined(INPUT_OFFSET) &amp;&amp; defined(K_OFFSET) &amp;&amp; ((defined(OUTPUT_OFFSET) &amp;&amp; defined(OUTPUT_MULTIPLIER) &amp;&amp; defined(OUTPUT_SHIFT)) || defined(REAL_MULTIPLIER))</span></div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;<span class="preprocessor">#if defined(FUSED_ACTIVATION)</span></div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="preprocessor">#define DATA_TYPE uchar</span></div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;<span class="preprocessor">#ifndef VEC_SIZE</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160;<span class="preprocessor">#define VEC_SIZE 8</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* VEC_SIZE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="activation__layer__qa8_8cl.xhtml">activation_layer_qa8.cl</a>&quot;</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) PERFORM_ACTIVATION_QA8(FUSED_ACTIVATION, x)</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) (x)</span></div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></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="preprocessor">#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8)</span></div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;<span class="preprocessor">#if defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_accumulate_int8)</span></div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;<span class="preprocessor">#define ARM_DOT(x, y, val) val = arm_dot_acc((x), (y), val);</span></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;<span class="preprocessor">#else // defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_accumulate_int8)</span></div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;<span class="preprocessor">#define ARM_DOT(x, y, val) val += arm_dot((x), (y));</span></div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160;<span class="preprocessor">#endif // defined(ARM_COMPUTE_OPENCL_DOT8_ACC_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_accumulate_int8)</span></div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;<span class="preprocessor">#endif // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8)</span></div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160;<span class="preprocessor">#if defined(CONV_STRIDE_Y) &amp;&amp; defined(CONV_STRIDE_X) &amp;&amp; defined(DEPTH_MULTIPLIER) &amp;&amp; defined(DST_CHANNELS)</span></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="preprocessor">#if CONV_STRIDE_X &gt; 3</span></div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160;<span class="preprocessor">#error &quot;Stride X not supported&quot;</span></div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_X &gt; 3 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160;</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160;<span class="preprocessor">#if !(defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8))</span></div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160;</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;<span class="preprocessor">#if CONV_STRIDE_X == 1</span></div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160;<span class="preprocessor"> int8 temp0 = CONVERT(vload8(0, first_value), int8); \</span></div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160;<span class="preprocessor"> int2 temp1 = CONVERT(vload2(0, (first_value + 8 * sizeof(uchar))), int2); \</span></div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160;<span class="preprocessor"> left = CONVERT(temp0.s01234567, int8); \</span></div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160;<span class="preprocessor"> middle = CONVERT((int8)(temp0.s1234, temp0.s567, temp1.s0), int8); \</span></div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160;<span class="preprocessor"> right = CONVERT((int8)(temp0.s2345, temp0.s67, temp1.s01), int8); \</span></div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160;<span class="preprocessor">#elif CONV_STRIDE_X == 2</span></div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;<span class="preprocessor"> int16 temp0 = CONVERT(vload16(0, first_value), int16); \</span></div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160;<span class="preprocessor"> int temp1 = CONVERT(*(first_value + 16 * sizeof(uchar)), int); \</span></div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160;<span class="preprocessor"> left = CONVERT(temp0.s02468ace, int8); \</span></div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160;<span class="preprocessor"> middle = CONVERT(temp0.s13579bdf, int8); \</span></div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;<span class="preprocessor"> right = CONVERT((int8)(temp0.s2468, temp0.sace, temp1), int8); \</span></div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;<span class="preprocessor"> int16 temp0 = CONVERT(vload16(0, first_value), int16); \</span></div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;<span class="preprocessor"> int8 temp1 = CONVERT(vload8(0, (first_value + 16 * sizeof(uchar))), int8); \</span></div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;<span class="preprocessor"> left = CONVERT((int8)(temp0.s0369, temp0.scf, temp1.s25), int8); \</span></div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;<span class="preprocessor"> middle = CONVERT((int8)(temp0.s147a, temp0.sd, temp1.s036), int8); \</span></div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160;<span class="preprocessor"> right = CONVERT((int8)(temp0.s258b, temp0.se, temp1.s147), int8); \</span></div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nchw(</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>),</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>)</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160; ,</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases)</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160;#endif <span class="comment">//defined(HAS_BIAS)</span></div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;)</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; <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>);</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160; <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>);</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a79e8e562daa6599317d2d1cd86ef1bf2">CONVERT_TO_TENSOR3D_STRUCT_NO_STEP</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>);</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160;</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160; <span class="comment">// Extract channel and linearized batch indices</span></div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> channel = get_global_id(2) % DST_CHANNELS;</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> batch = get_global_id(2) / DST_CHANNELS;</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160;</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(biases);</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160; <span class="keywordtype">int</span> bias_value = *((__global <span class="keywordtype">int</span> *)(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&amp;biases, channel)));</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160;</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160; <span class="comment">// Load relevant input and weights data (Accounts depth multiplier when indexing input, OFM = IFM * DEPTH_MULTIPLIER)</span></div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160; <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr -= batch * (DST_CHANNELS / DEPTH_MULTIPLIER) * (DEPTH_MULTIPLIER - 1) * src_step_z + (channel - (channel / DEPTH_MULTIPLIER)) * src_step_z;</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160; __global uchar *weights_addr = <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>.ptr + get_global_id(0) * weights_step_x + get_global_id(1) * weights_step_y + channel * weights_step_z;</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; uchar3 w0 = vload3(0, weights_addr + 0 * weights_stride_y);</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160; uchar3 w1 = vload3(0, weights_addr + 1 * weights_stride_y);</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160; uchar3 w2 = vload3(0, weights_addr + 2 * weights_stride_y);</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160; int8 values0 = 0;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160; int8 sum0 = 0;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160; int8 values1 = 0;</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160; int8 sum1 = 0;</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y */</span><span class="preprocessor"></span></div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160; <span class="comment">// Row0</span></div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160; int8 left, middle, right;</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 0 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160; values0 += left * (int8)(w0.s0);</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160; values0 += middle * (int8)(w0.s1);</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160; values0 += right * (int8)(w0.s2);</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160; sum0 += left + middle + right;</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160; <span class="comment">// Row1</span></div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 1 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160; values0 += left * (int8)(w1.s0);</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160; values0 += middle * (int8)(w1.s1);</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160; values0 += right * (int8)(w1.s2);</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160; values1 += left * (int8)(w0.s0);</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160; values1 += middle * (int8)(w0.s1);</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160; values1 += right * (int8)(w0.s2);</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160;</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160; int8 tmp = left + middle + right;</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160; sum0 += tmp;</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160; sum1 += tmp;</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160; <span class="comment">// Row2</span></div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 2 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160; values0 += left * (int8)(w2.s0);</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160; values0 += middle * (int8)(w2.s1);</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160; values0 += right * (int8)(w2.s2);</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160; values1 += left * (int8)(w1.s0);</div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160; values1 += middle * (int8)(w1.s1);</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160; values1 += right * (int8)(w1.s2);</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160;</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160; tmp = left + middle + right;</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160; sum0 += tmp;</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160; sum1 += tmp;</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160; <span class="comment">// Row3</span></div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 3 * src_stride_y, left, middle, right);</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>&#160; values1 += left * (int8)(w2.s0);</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>&#160; values1 += middle * (int8)(w2.s1);</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>&#160; values1 += right * (int8)(w2.s2);</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>&#160;</div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>&#160; sum1 += left + middle + right;</div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>&#160;</div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>&#160; values0 += (int8)(bias_value);</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>&#160; values1 += (int8)(bias_value);</div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span>&#160;</div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>&#160; values0 += sum0 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00229"></a><span class="lineno"> 229</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span>&#160; values1 += sum1 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>&#160;</div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>&#160; ushort sum_weights = 0;</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>&#160; ushort3 tmp_we = convert_ushort3(w0) + convert_ushort3(w1) + convert_ushort3(w2);</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>&#160; sum_weights += tmp_we.s0 + tmp_we.s1 + tmp_we.s2;</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>&#160; values0 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>&#160; values1 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>&#160;</div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>&#160; values0 += (int8)(K_OFFSET);</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>&#160; values1 += (int8)(K_OFFSET);</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>&#160;</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>&#160;</div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>&#160; values0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(values0, float8) * (float8)REAL_MULTIPLIER), int8);</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>&#160;</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span>&#160;</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>&#160; values0 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span>&#160;</div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span>&#160;</div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span>&#160; values0 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span>&#160; uchar8 res0 = convert_uchar8_sat(values0);</div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>&#160; res0 = max(res0, (uchar8)0);</div><div class="line"><a name="l00264"></a><span class="lineno"> 264</span>&#160; res0 = min(res0, (uchar8)255);</div><div class="line"><a name="l00265"></a><span class="lineno"> 265</span>&#160;</div><div class="line"><a name="l00266"></a><span class="lineno"> 266</span>&#160; vstore8(<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res0), 0, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>.ptr);</div><div class="line"><a name="l00267"></a><span class="lineno"> 267</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00269"></a><span class="lineno"> 269</span>&#160;</div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span>&#160; values1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(values1, float8) * (float8)REAL_MULTIPLIER), int8);</div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span>&#160;</div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00273"></a><span class="lineno"> 273</span>&#160;</div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>&#160; values1 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>&#160;</div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span>&#160;</div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>&#160; values1 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span>&#160; uchar8 res1 = convert_uchar8_sat(values1);</div><div class="line"><a name="l00280"></a><span class="lineno"> 280</span>&#160; res1 = max(res1, (uchar8)0);</div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span>&#160; res1 = min(res1, (uchar8)255);</div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span>&#160;</div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>&#160; vstore8(<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res1), 0, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>.ptr + dst_stride_y);</div><div class="line"><a name="l00284"></a><span class="lineno"> 284</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>&#160;}</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span>&#160;</div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>&#160;<span class="preprocessor">#else // !(defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8))</span></div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span>&#160;</div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>&#160;<span class="preprocessor">#if CONV_STRIDE_X == 1</span></div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00292"></a><span class="lineno"> 292</span>&#160;<span class="preprocessor"> uchar8 temp0 = vload8(0, first_value); \</span></div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span>&#160;<span class="preprocessor"> uchar2 temp1 = vload2(0, (first_value + 8 * sizeof(uchar))); \</span></div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>&#160;<span class="preprocessor"> left = temp0.s01234567; \</span></div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span>&#160;<span class="preprocessor"> middle = (uchar8)(temp0.s1234, temp0.s567, temp1.s0); \</span></div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>&#160;<span class="preprocessor"> right = (uchar8)(temp0.s2345, temp0.s67, temp1.s01); \</span></div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span>&#160;<span class="preprocessor">#elif CONV_STRIDE_X == 2</span></div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>&#160;<span class="preprocessor"> uchar16 temp0 = vload16(0, first_value); \</span></div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>&#160;<span class="preprocessor"> uchar temp1 = *(first_value + 16 * sizeof(uchar)); \</span></div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>&#160;<span class="preprocessor"> left = temp0.s02468ace; \</span></div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>&#160;<span class="preprocessor"> middle = temp0.s13579bdf; \</span></div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span>&#160;<span class="preprocessor"> right = (uchar8)(temp0.s2468, temp0.sace, temp1); \</span></div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00310"></a><span class="lineno"> 310</span>&#160;<span class="preprocessor">#define GET_VALUES(first_value, left, middle, right) \</span></div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span>&#160;<span class="preprocessor"> uchar16 temp0 = vload16(0, first_value); \</span></div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span>&#160;<span class="preprocessor"> uchar8 temp1 = vload8(0, (first_value + 16 * sizeof(uchar))); \</span></div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span>&#160;<span class="preprocessor"> \</span></div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>&#160;<span class="preprocessor"> left = (uchar8)(temp0.s0369, temp0.scf, temp1.s25); \</span></div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span>&#160;<span class="preprocessor"> middle = (uchar8)(temp0.s147a, temp0.sd, temp1.s036); \</span></div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span>&#160;<span class="preprocessor"> right = (uchar8)(temp0.s258b, temp0.se, temp1.s147); \</span></div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_X */</span><span class="preprocessor"></span></div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span>&#160;</div><div class="line"><a name="l00352"></a><span class="lineno"> 352</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_dot8_nchw(</div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>),</div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>)</div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>&#160; ,</div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases)</div><div class="line"><a name="l00359"></a><span class="lineno"> 359</span>&#160;#endif <span class="comment">//defined(HAS_BIAS)</span></div><div class="line"><a name="l00360"></a><span class="lineno"> 360</span>&#160;)</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>&#160;{</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span>&#160; <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>);</div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span>&#160; <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>);</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a> = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a79e8e562daa6599317d2d1cd86ef1bf2">CONVERT_TO_TENSOR3D_STRUCT_NO_STEP</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>);</div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span>&#160;</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span>&#160; <span class="comment">// Extract channel and linearized batch indices</span></div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> channel = get_global_id(2) % DST_CHANNELS;</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> batch = get_global_id(2) / DST_CHANNELS;</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>&#160;</div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(biases);</div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160;</div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> bias_value = *((__global <span class="keywordtype">int</span> *)(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&amp;biases, channel)));</div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160;</div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160; <span class="comment">// Load relevant input and weights data (Accounts depth multiplier when indexing input, OFM = IFM * DEPTH_MULTIPLIER)</span></div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span>&#160; <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr -= batch * (DST_CHANNELS / DEPTH_MULTIPLIER) * (DEPTH_MULTIPLIER - 1) * src_step_z + (channel - (channel / DEPTH_MULTIPLIER)) * src_step_z;</div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>&#160; __global uchar *weights_addr = <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>.ptr + get_global_id(0) * weights_step_x + get_global_id(1) * weights_step_y + channel * weights_step_z;</div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span>&#160;</div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160; uchar3 w0 = vload3(0, weights_addr + 0 * weights_stride_y);</div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160; uchar3 w1 = vload3(0, weights_addr + 1 * weights_stride_y);</div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160; uchar3 w2 = vload3(0, weights_addr + 2 * weights_stride_y);</div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160;</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160; uchar8 left0, middle0, right0;</div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>&#160; uchar8 left1, middle1, right1;</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span>&#160; uchar8 left2, middle2, right2;</div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>&#160;</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>&#160; int8 values0 = 0;</div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span>&#160; int8 sum0 = 0;</div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span>&#160;</div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 0 * src_stride_y, left0, middle0, right0);</div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 1 * src_stride_y, left1, middle1, right1);</div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 2 * src_stride_y, left2, middle2, right2);</div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span>&#160;</div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span>&#160; sum0 += convert_int8(left0) + convert_int8(middle0) + convert_int8(right0);</div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span>&#160; sum0 += convert_int8(left1) + convert_int8(middle1) + convert_int8(right1);</div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span>&#160; sum0 += convert_int8(left2) + convert_int8(middle2) + convert_int8(right2);</div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00400"></a><span class="lineno"> 400</span>&#160;</div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span>&#160; <span class="comment">// If conv_stride_y is equals to 1, we compute two output rows</span></div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span>&#160;</div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span>&#160; uchar8 left3, middle3, right3;</div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>&#160; int8 values1 = 0;</div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>&#160; int8 sum1 = 0;</div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>&#160;</div><div class="line"><a name="l00408"></a><span class="lineno"> 408</span>&#160; GET_VALUES(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>.ptr + 3 * src_stride_y, left3, middle3, right3);</div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>&#160;</div><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00411"></a><span class="lineno"> 411</span>&#160; sum1 += convert_int8(left1) + convert_int8(middle1) + convert_int8(right1);</div><div class="line"><a name="l00412"></a><span class="lineno"> 412</span>&#160; sum1 += convert_int8(left2) + convert_int8(middle2) + convert_int8(right2);</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span>&#160; sum1 += convert_int8(left3) + convert_int8(middle3) + convert_int8(right3);</div><div class="line"><a name="l00414"></a><span class="lineno"> 414</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00415"></a><span class="lineno"> 415</span>&#160;<span class="preprocessor">#endif // CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00416"></a><span class="lineno"> 416</span>&#160;</div><div class="line"><a name="l00417"></a><span class="lineno"> 417</span>&#160; ARM_DOT((uchar4)(left0.s0, middle0.s0, right0.s0, left1.s0), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s0);</div><div class="line"><a name="l00418"></a><span class="lineno"> 418</span>&#160; ARM_DOT((uchar4)(middle1.s0, right1.s0, left2.s0, middle2.s0), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s0);</div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span>&#160; values0.s0 += right2.s0 * w2.s2;</div><div class="line"><a name="l00420"></a><span class="lineno"> 420</span>&#160;</div><div class="line"><a name="l00421"></a><span class="lineno"> 421</span>&#160; ARM_DOT((uchar4)(left0.s1, middle0.s1, right0.s1, left1.s1), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s1);</div><div class="line"><a name="l00422"></a><span class="lineno"> 422</span>&#160; ARM_DOT((uchar4)(middle1.s1, right1.s1, left2.s1, middle2.s1), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s1);</div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span>&#160; values0.s1 += right2.s1 * w2.s2;</div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span>&#160;</div><div class="line"><a name="l00425"></a><span class="lineno"> 425</span>&#160; ARM_DOT((uchar4)(left0.s2, middle0.s2, right0.s2, left1.s2), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s2);</div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span>&#160; ARM_DOT((uchar4)(middle1.s2, right1.s2, left2.s2, middle2.s2), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s2);</div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span>&#160; values0.s2 += right2.s2 * w2.s2;</div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span>&#160;</div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span>&#160; ARM_DOT((uchar4)(left0.s3, middle0.s3, right0.s3, left1.s3), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s3);</div><div class="line"><a name="l00430"></a><span class="lineno"> 430</span>&#160; ARM_DOT((uchar4)(middle1.s3, right1.s3, left2.s3, middle2.s3), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s3);</div><div class="line"><a name="l00431"></a><span class="lineno"> 431</span>&#160; values0.s3 += right2.s3 * w2.s2;</div><div class="line"><a name="l00432"></a><span class="lineno"> 432</span>&#160;</div><div class="line"><a name="l00433"></a><span class="lineno"> 433</span>&#160; ARM_DOT((uchar4)(left0.s4, middle0.s4, right0.s4, left1.s4), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s4);</div><div class="line"><a name="l00434"></a><span class="lineno"> 434</span>&#160; ARM_DOT((uchar4)(middle1.s4, right1.s4, left2.s4, middle2.s4), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s4);</div><div class="line"><a name="l00435"></a><span class="lineno"> 435</span>&#160; values0.s4 += right2.s4 * w2.s2;</div><div class="line"><a name="l00436"></a><span class="lineno"> 436</span>&#160;</div><div class="line"><a name="l00437"></a><span class="lineno"> 437</span>&#160; ARM_DOT((uchar4)(left0.s5, middle0.s5, right0.s5, left1.s5), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s5);</div><div class="line"><a name="l00438"></a><span class="lineno"> 438</span>&#160; ARM_DOT((uchar4)(middle1.s5, right1.s5, left2.s5, middle2.s5), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s5);</div><div class="line"><a name="l00439"></a><span class="lineno"> 439</span>&#160; values0.s5 += right2.s5 * w2.s2;</div><div class="line"><a name="l00440"></a><span class="lineno"> 440</span>&#160;</div><div class="line"><a name="l00441"></a><span class="lineno"> 441</span>&#160; ARM_DOT((uchar4)(left0.s6, middle0.s6, right0.s6, left1.s6), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s6);</div><div class="line"><a name="l00442"></a><span class="lineno"> 442</span>&#160; ARM_DOT((uchar4)(middle1.s6, right1.s6, left2.s6, middle2.s6), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s6);</div><div class="line"><a name="l00443"></a><span class="lineno"> 443</span>&#160; values0.s6 += right2.s6 * w2.s2;</div><div class="line"><a name="l00444"></a><span class="lineno"> 444</span>&#160;</div><div class="line"><a name="l00445"></a><span class="lineno"> 445</span>&#160; ARM_DOT((uchar4)(left0.s7, middle0.s7, right0.s7, left1.s7), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values0.s7);</div><div class="line"><a name="l00446"></a><span class="lineno"> 446</span>&#160; ARM_DOT((uchar4)(middle1.s7, right1.s7, left2.s7, middle2.s7), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values0.s7);</div><div class="line"><a name="l00447"></a><span class="lineno"> 447</span>&#160; values0.s7 += right2.s7 * w2.s2;</div><div class="line"><a name="l00448"></a><span class="lineno"> 448</span>&#160;</div><div class="line"><a name="l00449"></a><span class="lineno"> 449</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00450"></a><span class="lineno"> 450</span>&#160; ARM_DOT((uchar4)(left1.s0, middle1.s0, right1.s0, left2.s0), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s0);</div><div class="line"><a name="l00451"></a><span class="lineno"> 451</span>&#160; ARM_DOT((uchar4)(middle2.s0, right2.s0, left3.s0, middle3.s0), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s0);</div><div class="line"><a name="l00452"></a><span class="lineno"> 452</span>&#160; values1.s0 += right3.s0 * w2.s2;</div><div class="line"><a name="l00453"></a><span class="lineno"> 453</span>&#160;</div><div class="line"><a name="l00454"></a><span class="lineno"> 454</span>&#160; ARM_DOT((uchar4)(left1.s1, middle1.s1, right1.s1, left2.s1), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s1);</div><div class="line"><a name="l00455"></a><span class="lineno"> 455</span>&#160; ARM_DOT((uchar4)(middle2.s1, right2.s1, left3.s1, middle3.s1), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s1);</div><div class="line"><a name="l00456"></a><span class="lineno"> 456</span>&#160; values1.s1 += right3.s1 * w2.s2;</div><div class="line"><a name="l00457"></a><span class="lineno"> 457</span>&#160;</div><div class="line"><a name="l00458"></a><span class="lineno"> 458</span>&#160; ARM_DOT((uchar4)(left1.s2, middle1.s2, right1.s2, left2.s2), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s2);</div><div class="line"><a name="l00459"></a><span class="lineno"> 459</span>&#160; ARM_DOT((uchar4)(middle2.s2, right2.s2, left3.s2, middle3.s2), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s2);</div><div class="line"><a name="l00460"></a><span class="lineno"> 460</span>&#160; values1.s2 += right3.s2 * w2.s2;</div><div class="line"><a name="l00461"></a><span class="lineno"> 461</span>&#160;</div><div class="line"><a name="l00462"></a><span class="lineno"> 462</span>&#160; ARM_DOT((uchar4)(left1.s3, middle1.s3, right1.s3, left2.s3), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s3);</div><div class="line"><a name="l00463"></a><span class="lineno"> 463</span>&#160; ARM_DOT((uchar4)(middle2.s3, right2.s3, left3.s3, middle3.s3), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s3);</div><div class="line"><a name="l00464"></a><span class="lineno"> 464</span>&#160; values1.s3 += right3.s3 * w2.s2;</div><div class="line"><a name="l00465"></a><span class="lineno"> 465</span>&#160;</div><div class="line"><a name="l00466"></a><span class="lineno"> 466</span>&#160; ARM_DOT((uchar4)(left1.s4, middle1.s4, right1.s4, left2.s4), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s4);</div><div class="line"><a name="l00467"></a><span class="lineno"> 467</span>&#160; ARM_DOT((uchar4)(middle2.s4, right2.s4, left3.s4, middle3.s4), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s4);</div><div class="line"><a name="l00468"></a><span class="lineno"> 468</span>&#160; values1.s4 += right3.s4 * w2.s2;</div><div class="line"><a name="l00469"></a><span class="lineno"> 469</span>&#160;</div><div class="line"><a name="l00470"></a><span class="lineno"> 470</span>&#160; ARM_DOT((uchar4)(left1.s5, middle1.s5, right1.s5, left2.s5), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s5);</div><div class="line"><a name="l00471"></a><span class="lineno"> 471</span>&#160; ARM_DOT((uchar4)(middle2.s5, right2.s5, left3.s5, middle3.s5), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s5);</div><div class="line"><a name="l00472"></a><span class="lineno"> 472</span>&#160; values1.s5 += right3.s5 * w2.s2;</div><div class="line"><a name="l00473"></a><span class="lineno"> 473</span>&#160;</div><div class="line"><a name="l00474"></a><span class="lineno"> 474</span>&#160; ARM_DOT((uchar4)(left1.s6, middle1.s6, right1.s6, left2.s6), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s6);</div><div class="line"><a name="l00475"></a><span class="lineno"> 475</span>&#160; ARM_DOT((uchar4)(middle2.s6, right2.s6, left3.s6, middle3.s6), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s6);</div><div class="line"><a name="l00476"></a><span class="lineno"> 476</span>&#160; values1.s6 += right3.s6 * w2.s2;</div><div class="line"><a name="l00477"></a><span class="lineno"> 477</span>&#160;</div><div class="line"><a name="l00478"></a><span class="lineno"> 478</span>&#160; ARM_DOT((uchar4)(left1.s7, middle1.s7, right1.s7, left2.s7), (uchar4)(w0.s0, w0.s1, w0.s2, w1.s0), values1.s7);</div><div class="line"><a name="l00479"></a><span class="lineno"> 479</span>&#160; ARM_DOT((uchar4)(middle2.s7, right2.s7, left3.s7, middle3.s7), (uchar4)(w1.s1, w1.s2, w2.s0, w2.s1), values1.s7);</div><div class="line"><a name="l00480"></a><span class="lineno"> 480</span>&#160; values1.s7 += right3.s7 * w2.s2;</div><div class="line"><a name="l00481"></a><span class="lineno"> 481</span>&#160;<span class="preprocessor">#endif // CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00482"></a><span class="lineno"> 482</span>&#160;</div><div class="line"><a name="l00483"></a><span class="lineno"> 483</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00484"></a><span class="lineno"> 484</span>&#160; values0 += (int8)(bias_value);</div><div class="line"><a name="l00485"></a><span class="lineno"> 485</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00486"></a><span class="lineno"> 486</span>&#160; values1 += (int8)(bias_value);</div><div class="line"><a name="l00487"></a><span class="lineno"> 487</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00488"></a><span class="lineno"> 488</span>&#160;<span class="preprocessor">#endif //defined(HAS_BIAS)</span></div><div class="line"><a name="l00489"></a><span class="lineno"> 489</span>&#160;</div><div class="line"><a name="l00490"></a><span class="lineno"> 490</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00491"></a><span class="lineno"> 491</span>&#160; values0 += sum0 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00492"></a><span class="lineno"> 492</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00493"></a><span class="lineno"> 493</span>&#160; values1 += sum1 * (int8)(WEIGHTS_OFFSET);</div><div class="line"><a name="l00494"></a><span class="lineno"> 494</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00495"></a><span class="lineno"> 495</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00496"></a><span class="lineno"> 496</span>&#160;</div><div class="line"><a name="l00497"></a><span class="lineno"> 497</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00498"></a><span class="lineno"> 498</span>&#160; ushort sum_weights = 0;</div><div class="line"><a name="l00499"></a><span class="lineno"> 499</span>&#160; ushort3 tmp_we = convert_ushort3(w0) + convert_ushort3(w1) + convert_ushort3(w2);</div><div class="line"><a name="l00500"></a><span class="lineno"> 500</span>&#160; sum_weights += tmp_we.s0 + tmp_we.s1 + tmp_we.s2;</div><div class="line"><a name="l00501"></a><span class="lineno"> 501</span>&#160; values0 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00502"></a><span class="lineno"> 502</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00503"></a><span class="lineno"> 503</span>&#160; values1 += sum_weights * (int8)(INPUT_OFFSET);</div><div class="line"><a name="l00504"></a><span class="lineno"> 504</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00505"></a><span class="lineno"> 505</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00506"></a><span class="lineno"> 506</span>&#160;</div><div class="line"><a name="l00507"></a><span class="lineno"> 507</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00508"></a><span class="lineno"> 508</span>&#160; values0 += (int8)(K_OFFSET);</div><div class="line"><a name="l00509"></a><span class="lineno"> 509</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00510"></a><span class="lineno"> 510</span>&#160; values1 += (int8)(K_OFFSET);</div><div class="line"><a name="l00511"></a><span class="lineno"> 511</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00512"></a><span class="lineno"> 512</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00513"></a><span class="lineno"> 513</span>&#160;</div><div class="line"><a name="l00514"></a><span class="lineno"> 514</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00515"></a><span class="lineno"> 515</span>&#160;</div><div class="line"><a name="l00516"></a><span class="lineno"> 516</span>&#160; values0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(values0, float8) * (float8)REAL_MULTIPLIER), int8);</div><div class="line"><a name="l00517"></a><span class="lineno"> 517</span>&#160;</div><div class="line"><a name="l00518"></a><span class="lineno"> 518</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00519"></a><span class="lineno"> 519</span>&#160;</div><div class="line"><a name="l00520"></a><span class="lineno"> 520</span>&#160; values0 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00521"></a><span class="lineno"> 521</span>&#160;</div><div class="line"><a name="l00522"></a><span class="lineno"> 522</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00523"></a><span class="lineno"> 523</span>&#160;</div><div class="line"><a name="l00524"></a><span class="lineno"> 524</span>&#160; values0 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00525"></a><span class="lineno"> 525</span>&#160; uchar8 res0 = convert_uchar8_sat(values0);</div><div class="line"><a name="l00526"></a><span class="lineno"> 526</span>&#160; res0 = max(res0, (uchar8)0);</div><div class="line"><a name="l00527"></a><span class="lineno"> 527</span>&#160; res0 = min(res0, (uchar8)255);</div><div class="line"><a name="l00528"></a><span class="lineno"> 528</span>&#160;</div><div class="line"><a name="l00529"></a><span class="lineno"> 529</span>&#160; vstore8(<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res0), 0, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>.ptr);</div><div class="line"><a name="l00530"></a><span class="lineno"> 530</span>&#160;<span class="preprocessor">#if CONV_STRIDE_Y == 1</span></div><div class="line"><a name="l00531"></a><span class="lineno"> 531</span>&#160;</div><div class="line"><a name="l00532"></a><span class="lineno"> 532</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00533"></a><span class="lineno"> 533</span>&#160;</div><div class="line"><a name="l00534"></a><span class="lineno"> 534</span>&#160; values1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(values1, float8) * (float8)REAL_MULTIPLIER), int8);</div><div class="line"><a name="l00535"></a><span class="lineno"> 535</span>&#160;</div><div class="line"><a name="l00536"></a><span class="lineno"> 536</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00537"></a><span class="lineno"> 537</span>&#160;</div><div class="line"><a name="l00538"></a><span class="lineno"> 538</span>&#160; values1 = <a class="code" href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a>(values1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT, 8);</div><div class="line"><a name="l00539"></a><span class="lineno"> 539</span>&#160;</div><div class="line"><a name="l00540"></a><span class="lineno"> 540</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00541"></a><span class="lineno"> 541</span>&#160;</div><div class="line"><a name="l00542"></a><span class="lineno"> 542</span>&#160; values1 += (int8)OUTPUT_OFFSET;</div><div class="line"><a name="l00543"></a><span class="lineno"> 543</span>&#160; uchar8 res1 = convert_uchar8_sat(values1);</div><div class="line"><a name="l00544"></a><span class="lineno"> 544</span>&#160; res1 = max(res1, (uchar8)0);</div><div class="line"><a name="l00545"></a><span class="lineno"> 545</span>&#160; res1 = min(res1, (uchar8)255);</div><div class="line"><a name="l00546"></a><span class="lineno"> 546</span>&#160;</div><div class="line"><a name="l00547"></a><span class="lineno"> 547</span>&#160; vstore8(<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res1), 0, <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>.ptr + dst_stride_y);</div><div class="line"><a name="l00548"></a><span class="lineno"> 548</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* CONV_STRIDE_Y == 1 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00549"></a><span class="lineno"> 549</span>&#160;}</div><div class="line"><a name="l00550"></a><span class="lineno"> 550</span>&#160;</div><div class="line"><a name="l00551"></a><span class="lineno"> 551</span>&#160;<span class="preprocessor">#endif // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8)</span></div><div class="line"><a name="l00552"></a><span class="lineno"> 552</span>&#160;</div><div class="line"><a name="l00553"></a><span class="lineno"> 553</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(CONV_STRIDE_Y) &amp;&amp; defined(CONV_STRIDE_X) &amp;&amp; defined(DEPTH_MULTIPLIER) &amp;&amp; defined(DST_CHANNELS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00554"></a><span class="lineno"> 554</span>&#160;</div><div class="line"><a name="l00555"></a><span class="lineno"> 555</span>&#160;<span class="preprocessor">#if defined(VEC_SIZE) &amp;&amp; defined(SRC_DIM_1) &amp;&amp; defined(SRC_DIM_2) &amp;&amp; defined(CONV_PAD_TOP) &amp;&amp; defined(CONV_PAD_LEFT)</span></div><div class="line"><a name="l00556"></a><span class="lineno"> 556</span>&#160;</div><div class="line"><a name="l00557"></a><span class="lineno"> 557</span>&#160;<span class="preprocessor">#define asymm_mult_by_quant_multiplier_less_than_one(x, y, z) ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(x, y, z, VEC_SIZE)</span></div><div class="line"><a name="l00558"></a><span class="lineno"> 558</span>&#160;</div><div class="line"><a name="l00559"></a><span class="lineno"> 559</span>&#160;<span class="preprocessor">#define VEC_INT VEC_DATA_TYPE(int, VEC_SIZE)</span></div><div class="line"><a name="l00560"></a><span class="lineno"> 560</span>&#160;<span class="preprocessor">#define VEC_FLOAT VEC_DATA_TYPE(float, VEC_SIZE)</span></div><div class="line"><a name="l00561"></a><span class="lineno"> 561</span>&#160;<span class="preprocessor">#define VEC_UCHAR VEC_DATA_TYPE(uchar, VEC_SIZE)</span></div><div class="line"><a name="l00562"></a><span class="lineno"> 562</span>&#160;<span class="preprocessor">#define VEC_USHORT VEC_DATA_TYPE(ushort, VEC_SIZE)</span></div><div class="line"><a name="l00563"></a><span class="lineno"> 563</span>&#160;</div><div class="line"><a name="l00564"></a><span class="lineno"> 564</span>&#160;<span class="preprocessor">#define MULTIPLY_ADD(x, y, acc) acc += CONVERT(CONVERT(x, VEC_USHORT) * CONVERT(y, VEC_USHORT), VEC_INT)</span></div><div class="line"><a name="l00565"></a><span class="lineno"> 565</span>&#160;</div><div class="line"><a name="l00566"></a><span class="lineno"> 566</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00567"></a><span class="lineno"> 567</span>&#160;<span class="preprocessor">#define MULTIPLY_ADD_ACCUMULATE(x, y, acc, sum) \</span></div><div class="line"><a name="l00568"></a><span class="lineno"> 568</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00569"></a><span class="lineno"> 569</span>&#160;<span class="preprocessor"> sum += CONVERT(x, VEC_INT); \</span></div><div class="line"><a name="l00570"></a><span class="lineno"> 570</span>&#160;<span class="preprocessor"> MULTIPLY_ADD(x, y, acc); \</span></div><div class="line"><a name="l00571"></a><span class="lineno"> 571</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00572"></a><span class="lineno"> 572</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00573"></a><span class="lineno"> 573</span>&#160;<span class="preprocessor">#define MULTIPLY_ADD_ACCUMULATE(x, y, acc, sum) MULTIPLY_ADD(x, y, acc)</span></div><div class="line"><a name="l00574"></a><span class="lineno"> 574</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00575"></a><span class="lineno"> 575</span>&#160;</div><div class="line"><a name="l00576"></a><span class="lineno"> 576</span>&#160;<span class="preprocessor">#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8)</span></div><div class="line"><a name="l00577"></a><span class="lineno"> 577</span>&#160;<span class="preprocessor">#define DOT_PRODUCT(acc, val0, val1, val2, val3, val4, val5, val6, val7, val8, w0, w1) \</span></div><div class="line"><a name="l00578"></a><span class="lineno"> 578</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00579"></a><span class="lineno"> 579</span>&#160;<span class="preprocessor"> ARM_DOT((uchar4)(val0, val1, val2, val3), w0.s0123, acc); \</span></div><div class="line"><a name="l00580"></a><span class="lineno"> 580</span>&#160;<span class="preprocessor"> ARM_DOT((uchar4)(val4, val5, val6, val7), w0.s4567, acc); \</span></div><div class="line"><a name="l00581"></a><span class="lineno"> 581</span>&#160;<span class="preprocessor"> acc += val8 * w1; \</span></div><div class="line"><a name="l00582"></a><span class="lineno"> 582</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00583"></a><span class="lineno"> 583</span>&#160;</div><div class="line"><a name="l00584"></a><span class="lineno"> 584</span>&#160;<span class="preprocessor">#define DOT_PRODUCT_REDUCTION(sum, val0, val1, val2, val3, val4, val5, val6, val7, val8) \</span></div><div class="line"><a name="l00585"></a><span class="lineno"> 585</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00586"></a><span class="lineno"> 586</span>&#160;<span class="preprocessor"> sum = val0; \</span></div><div class="line"><a name="l00587"></a><span class="lineno"> 587</span>&#160;<span class="preprocessor"> ARM_DOT((uchar4)(val1, val2, val3, val4), (uchar4)1, sum); \</span></div><div class="line"><a name="l00588"></a><span class="lineno"> 588</span>&#160;<span class="preprocessor"> ARM_DOT((uchar4)(val5, val6, val7, val8), (uchar4)1, sum); \</span></div><div class="line"><a name="l00589"></a><span class="lineno"> 589</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00590"></a><span class="lineno"> 590</span>&#160;</div><div class="line"><a name="l00591"></a><span class="lineno"> 591</span>&#160;<span class="preprocessor">#define DOT_PRODUCT_REDUCTION_WEIGHTS(sum, w0, w1) \</span></div><div class="line"><a name="l00592"></a><span class="lineno"> 592</span>&#160;<span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00593"></a><span class="lineno"> 593</span>&#160;<span class="preprocessor"> sum = w1; \</span></div><div class="line"><a name="l00594"></a><span class="lineno"> 594</span>&#160;<span class="preprocessor"> ARM_DOT(w0.s0123, (uchar4)1, sum); \</span></div><div class="line"><a name="l00595"></a><span class="lineno"> 595</span>&#160;<span class="preprocessor"> ARM_DOT(w0.s4567, (uchar4)1, sum); \</span></div><div class="line"><a name="l00596"></a><span class="lineno"> 596</span>&#160;<span class="preprocessor"> })</span></div><div class="line"><a name="l00597"></a><span class="lineno"> 597</span>&#160;</div><div class="line"><a name="l00598"></a><span class="lineno"> 598</span>&#160;<span class="preprocessor">#endif // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8)</span></div><div class="line"><a name="l00599"></a><span class="lineno"> 599</span>&#160;</div><div class="line"><a name="l00600"></a><span class="lineno"> 600</span>&#160;<span class="preprocessor">#if defined(CONV_STRIDE_X) &amp;&amp; defined(CONV_STRIDE_Y)</span></div><div class="line"><a name="l00601"></a><span class="lineno"> 601</span>&#160;</div><div class="line"><a name="l00643"></a><span class="lineno"> 643</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nhwc(</div><div class="line"><a name="l00644"></a><span class="lineno"> 644</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>),</div><div class="line"><a name="l00645"></a><span class="lineno"> 645</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00646"></a><span class="lineno"> 646</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a22f42fcf2077d951271df83b55c1a71a">IMAGE_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>),</div><div class="line"><a name="l00647"></a><span class="lineno"> 647</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00648"></a><span class="lineno"> 648</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases),</div><div class="line"><a name="l00649"></a><span class="lineno"> 649</span>&#160;#endif <span class="comment">/* defined(HAS_BIAS) */</span></div><div class="line"><a name="l00650"></a><span class="lineno"> 650</span>&#160; <span class="keywordtype">int</span> max_offset)</div><div class="line"><a name="l00651"></a><span class="lineno"> 651</span>&#160;{</div><div class="line"><a name="l00652"></a><span class="lineno"> 652</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> x = get_global_id(0); <span class="comment">// channels</span></div><div class="line"><a name="l00653"></a><span class="lineno"> 653</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> y = get_global_id(1); <span class="comment">// spatial coordinate x</span></div><div class="line"><a name="l00654"></a><span class="lineno"> 654</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l00655"></a><span class="lineno"> 655</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2) % (int)DST_DEPTH; <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l00656"></a><span class="lineno"> 656</span>&#160; <span class="keywordtype">int</span> b = get_global_id(2) / (int)DST_DEPTH; <span class="comment">// batch</span></div><div class="line"><a name="l00657"></a><span class="lineno"> 657</span>&#160;<span class="preprocessor">#else // defined(DST_DEPTH)</span></div><div class="line"><a name="l00658"></a><span class="lineno"> 658</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2); <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l00659"></a><span class="lineno"> 659</span>&#160;<span class="preprocessor">#endif // defined(DST_DEPTH)</span></div><div class="line"><a name="l00660"></a><span class="lineno"> 660</span>&#160;</div><div class="line"><a name="l00661"></a><span class="lineno"> 661</span>&#160; __global uchar *weights_addr = weights_ptr + weights_offset_first_element_in_bytes + x * weights_stride_y;</div><div class="line"><a name="l00662"></a><span class="lineno"> 662</span>&#160;</div><div class="line"><a name="l00663"></a><span class="lineno"> 663</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l00664"></a><span class="lineno"> 664</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE + b * src_stride_w;</div><div class="line"><a name="l00665"></a><span class="lineno"> 665</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00666"></a><span class="lineno"> 666</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE;</div><div class="line"><a name="l00667"></a><span class="lineno"> 667</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00668"></a><span class="lineno"> 668</span>&#160;</div><div class="line"><a name="l00669"></a><span class="lineno"> 669</span>&#160; <span class="keywordtype">int</span> z_coord = 0;</div><div class="line"><a name="l00670"></a><span class="lineno"> 670</span>&#160; int4 <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = 0;</div><div class="line"><a name="l00671"></a><span class="lineno"> 671</span>&#160; int4 y_coord = ((int4)(y * CONV_STRIDE_X) + (int4)(0, 1, 2, 3)) - (<span class="keywordtype">int</span>)CONV_PAD_LEFT;</div><div class="line"><a name="l00672"></a><span class="lineno"> 672</span>&#160;</div><div class="line"><a name="l00673"></a><span class="lineno"> 673</span>&#160; <span class="comment">// Only for y = 0 we can have a negative coordinate. If so, we convert it to SRC_DIM_1</span></div><div class="line"><a name="l00674"></a><span class="lineno"> 674</span>&#160; y_coord.s0 = min((uint)y_coord.s0, (uint)SRC_DIM_1);</div><div class="line"><a name="l00675"></a><span class="lineno"> 675</span>&#160; y_coord.s1 = min((uint)y_coord.s1, (uint)SRC_DIM_1);</div><div class="line"><a name="l00676"></a><span class="lineno"> 676</span>&#160; y_coord.s2 = min((uint)y_coord.s2, (uint)SRC_DIM_1);</div><div class="line"><a name="l00677"></a><span class="lineno"> 677</span>&#160; y_coord.s3 = min((uint)y_coord.s3, (uint)SRC_DIM_1);</div><div class="line"><a name="l00678"></a><span class="lineno"> 678</span>&#160;</div><div class="line"><a name="l00679"></a><span class="lineno"> 679</span>&#160; int4 y_offset = convert_int4(y_coord * (<span class="keywordtype">int</span>)src_stride_y);</div><div class="line"><a name="l00680"></a><span class="lineno"> 680</span>&#160;</div><div class="line"><a name="l00681"></a><span class="lineno"> 681</span>&#160; <span class="comment">// We compute VEC_SIZEx1x1 [C,W,H] elements</span></div><div class="line"><a name="l00682"></a><span class="lineno"> 682</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc = 0, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a> = 0;</div><div class="line"><a name="l00683"></a><span class="lineno"> 683</span>&#160;</div><div class="line"><a name="l00684"></a><span class="lineno"> 684</span>&#160; <span class="comment">// Load weights</span></div><div class="line"><a name="l00685"></a><span class="lineno"> 685</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 0);</div><div class="line"><a name="l00686"></a><span class="lineno"> 686</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + VEC_SIZE);</div><div class="line"><a name="l00687"></a><span class="lineno"> 687</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 2 * VEC_SIZE);</div><div class="line"><a name="l00688"></a><span class="lineno"> 688</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 3 * VEC_SIZE);</div><div class="line"><a name="l00689"></a><span class="lineno"> 689</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w4 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 4 * VEC_SIZE);</div><div class="line"><a name="l00690"></a><span class="lineno"> 690</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w5 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 5 * VEC_SIZE);</div><div class="line"><a name="l00691"></a><span class="lineno"> 691</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w6 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 6 * VEC_SIZE);</div><div class="line"><a name="l00692"></a><span class="lineno"> 692</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w7 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 7 * VEC_SIZE);</div><div class="line"><a name="l00693"></a><span class="lineno"> 693</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w8 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 8 * VEC_SIZE);</div><div class="line"><a name="l00694"></a><span class="lineno"> 694</span>&#160;</div><div class="line"><a name="l00695"></a><span class="lineno"> 695</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00696"></a><span class="lineno"> 696</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum_we = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)</div><div class="line"><a name="l00697"></a><span class="lineno"> 697</span>&#160; + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w3, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w4, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w5, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)</div><div class="line"><a name="l00698"></a><span class="lineno"> 698</span>&#160; + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w6, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w7, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w8, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00699"></a><span class="lineno"> 699</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00700"></a><span class="lineno"> 700</span>&#160;</div><div class="line"><a name="l00701"></a><span class="lineno"> 701</span>&#160; <span class="comment">// Load input values</span></div><div class="line"><a name="l00702"></a><span class="lineno"> 702</span>&#160; <span class="comment">// z == 0</span></div><div class="line"><a name="l00703"></a><span class="lineno"> 703</span>&#160; <span class="comment">// Clamp z_coord as for z = 0, it can be negative</span></div><div class="line"><a name="l00704"></a><span class="lineno"> 704</span>&#160; <span class="comment">// z_coord is casted to unsigned int in order to use just a min() operation</span></div><div class="line"><a name="l00705"></a><span class="lineno"> 705</span>&#160; <span class="comment">// A &quot;-1&quot; 32 bit signed variable converted to unsigned gives 4294967295</span></div><div class="line"><a name="l00706"></a><span class="lineno"> 706</span>&#160; z_coord = z * (int)CONV_STRIDE_Y - (<span class="keywordtype">int</span>)CONV_PAD_TOP;</div><div class="line"><a name="l00707"></a><span class="lineno"> 707</span>&#160; z_coord = min((uint)z_coord, (uint)SRC_DIM_2);</div><div class="line"><a name="l00708"></a><span class="lineno"> 708</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l00709"></a><span class="lineno"> 709</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l00710"></a><span class="lineno"> 710</span>&#160;</div><div class="line"><a name="l00711"></a><span class="lineno"> 711</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00712"></a><span class="lineno"> 712</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00713"></a><span class="lineno"> 713</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00714"></a><span class="lineno"> 714</span>&#160;</div><div class="line"><a name="l00715"></a><span class="lineno"> 715</span>&#160; <span class="comment">// z == 1</span></div><div class="line"><a name="l00716"></a><span class="lineno"> 716</span>&#160; <span class="comment">// z_coord can be only negative for z = 0 so we do not need to clamp it</span></div><div class="line"><a name="l00717"></a><span class="lineno"> 717</span>&#160; <span class="comment">// Moreover z_coord cannot be out-of-bound for z = 1 so we do not need to clamp the offset</span></div><div class="line"><a name="l00718"></a><span class="lineno"> 718</span>&#160; z_coord = z * (int)CONV_STRIDE_Y - (<span class="keywordtype">int</span>)CONV_PAD_TOP + 1;</div><div class="line"><a name="l00719"></a><span class="lineno"> 719</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l00720"></a><span class="lineno"> 720</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00721"></a><span class="lineno"> 721</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values4 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00722"></a><span class="lineno"> 722</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values5 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00723"></a><span class="lineno"> 723</span>&#160;</div><div class="line"><a name="l00724"></a><span class="lineno"> 724</span>&#160; <span class="comment">// z == 2</span></div><div class="line"><a name="l00725"></a><span class="lineno"> 725</span>&#160; <span class="comment">// After z = 1 we can simply add src_stride_z to offset without updating z_coord</span></div><div class="line"><a name="l00726"></a><span class="lineno"> 726</span>&#160; <span class="comment">// However offset can be out-of-bound so we need to check if it is greater than max_offset</span></div><div class="line"><a name="l00727"></a><span class="lineno"> 727</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> += (int4)src_stride_z;</div><div class="line"><a name="l00728"></a><span class="lineno"> 728</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l00729"></a><span class="lineno"> 729</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values6 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00730"></a><span class="lineno"> 730</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values7 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00731"></a><span class="lineno"> 731</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values8 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00732"></a><span class="lineno"> 732</span>&#160;</div><div class="line"><a name="l00733"></a><span class="lineno"> 733</span>&#160; MULTIPLY_ADD_ACCUMULATE(values0, w0, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00734"></a><span class="lineno"> 734</span>&#160; MULTIPLY_ADD_ACCUMULATE(values1, w1, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00735"></a><span class="lineno"> 735</span>&#160; MULTIPLY_ADD_ACCUMULATE(values2, w2, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00736"></a><span class="lineno"> 736</span>&#160;</div><div class="line"><a name="l00737"></a><span class="lineno"> 737</span>&#160; MULTIPLY_ADD_ACCUMULATE(values3, w3, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00738"></a><span class="lineno"> 738</span>&#160; MULTIPLY_ADD_ACCUMULATE(values4, w4, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00739"></a><span class="lineno"> 739</span>&#160; MULTIPLY_ADD_ACCUMULATE(values5, w5, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00740"></a><span class="lineno"> 740</span>&#160;</div><div class="line"><a name="l00741"></a><span class="lineno"> 741</span>&#160; MULTIPLY_ADD_ACCUMULATE(values6, w6, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00742"></a><span class="lineno"> 742</span>&#160; MULTIPLY_ADD_ACCUMULATE(values7, w7, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00743"></a><span class="lineno"> 743</span>&#160; MULTIPLY_ADD_ACCUMULATE(values8, w8, acc, <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>);</div><div class="line"><a name="l00744"></a><span class="lineno"> 744</span>&#160;</div><div class="line"><a name="l00745"></a><span class="lineno"> 745</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00746"></a><span class="lineno"> 746</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(biases);</div><div class="line"><a name="l00747"></a><span class="lineno"> 747</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> bias_values = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global <span class="keywordtype">int</span> *)biases.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00748"></a><span class="lineno"> 748</span>&#160; acc += bias_values;</div><div class="line"><a name="l00749"></a><span class="lineno"> 749</span>&#160;<span class="preprocessor">#endif // defined(HAS_BIAS)</span></div><div class="line"><a name="l00750"></a><span class="lineno"> 750</span>&#160;</div><div class="line"><a name="l00751"></a><span class="lineno"> 751</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00752"></a><span class="lineno"> 752</span>&#160; acc += WEIGHTS_OFFSET * <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>;</div><div class="line"><a name="l00753"></a><span class="lineno"> 753</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00754"></a><span class="lineno"> 754</span>&#160;</div><div class="line"><a name="l00755"></a><span class="lineno"> 755</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00756"></a><span class="lineno"> 756</span>&#160; acc += INPUT_OFFSET * sum_we;</div><div class="line"><a name="l00757"></a><span class="lineno"> 757</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00758"></a><span class="lineno"> 758</span>&#160;</div><div class="line"><a name="l00759"></a><span class="lineno"> 759</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l00760"></a><span class="lineno"> 760</span>&#160; acc += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l00761"></a><span class="lineno"> 761</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00762"></a><span class="lineno"> 762</span>&#160;</div><div class="line"><a name="l00763"></a><span class="lineno"> 763</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00764"></a><span class="lineno"> 764</span>&#160;</div><div class="line"><a name="l00765"></a><span class="lineno"> 765</span>&#160; acc = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00766"></a><span class="lineno"> 766</span>&#160;</div><div class="line"><a name="l00767"></a><span class="lineno"> 767</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00768"></a><span class="lineno"> 768</span>&#160;</div><div class="line"><a name="l00769"></a><span class="lineno"> 769</span>&#160; acc = asymm_mult_by_quant_multiplier_less_than_one(acc, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l00770"></a><span class="lineno"> 770</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l00771"></a><span class="lineno"> 771</span>&#160;</div><div class="line"><a name="l00772"></a><span class="lineno"> 772</span>&#160; acc += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l00773"></a><span class="lineno"> 773</span>&#160;</div><div class="line"><a name="l00774"></a><span class="lineno"> 774</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l00775"></a><span class="lineno"> 775</span>&#160; res = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l00776"></a><span class="lineno"> 776</span>&#160;</div><div class="line"><a name="l00777"></a><span class="lineno"> 777</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l00778"></a><span class="lineno"> 778</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + z * dst_step_z + b * dst_stride_w;</div><div class="line"><a name="l00779"></a><span class="lineno"> 779</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00780"></a><span class="lineno"> 780</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + z * dst_step_z;</div><div class="line"><a name="l00781"></a><span class="lineno"> 781</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00782"></a><span class="lineno"> 782</span>&#160;</div><div class="line"><a name="l00783"></a><span class="lineno"> 783</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00784"></a><span class="lineno"> 784</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res), 0, dst_addr);</div><div class="line"><a name="l00785"></a><span class="lineno"> 785</span>&#160;}</div><div class="line"><a name="l00786"></a><span class="lineno"> 786</span>&#160;<span class="preprocessor">#endif // defined(CONV_STRIDE_X) &amp;&amp; defined(CONV_STRIDE_Y)</span></div><div class="line"><a name="l00787"></a><span class="lineno"> 787</span>&#160;</div><div class="line"><a name="l00788"></a><span class="lineno"> 788</span>&#160;<span class="preprocessor">#if defined(NUM_ROWS_PROCESSED) &amp;&amp; defined(NUM_PLANES_PROCESSED)</span></div><div class="line"><a name="l00789"></a><span class="lineno"> 789</span>&#160;</div><div class="line"><a name="l00832"></a><span class="lineno"> 832</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_nhwc_stride1(</div><div class="line"><a name="l00833"></a><span class="lineno"> 833</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>),</div><div class="line"><a name="l00834"></a><span class="lineno"> 834</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00835"></a><span class="lineno"> 835</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a22f42fcf2077d951271df83b55c1a71a">IMAGE_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>),</div><div class="line"><a name="l00836"></a><span class="lineno"> 836</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l00837"></a><span class="lineno"> 837</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases),</div><div class="line"><a name="l00838"></a><span class="lineno"> 838</span>&#160;#endif <span class="comment">/* defined(HAS_BIAS) */</span></div><div class="line"><a name="l00839"></a><span class="lineno"> 839</span>&#160; <span class="keywordtype">int</span> max_offset)</div><div class="line"><a name="l00840"></a><span class="lineno"> 840</span>&#160;{</div><div class="line"><a name="l00841"></a><span class="lineno"> 841</span>&#160; <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l00842"></a><span class="lineno"> 842</span>&#160; <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l00843"></a><span class="lineno"> 843</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l00844"></a><span class="lineno"> 844</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2) % (int)DST_DEPTH; <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l00845"></a><span class="lineno"> 845</span>&#160; <span class="keywordtype">int</span> b = get_global_id(2) / (int)DST_DEPTH; <span class="comment">// batch</span></div><div class="line"><a name="l00846"></a><span class="lineno"> 846</span>&#160;<span class="preprocessor">#else // defined(DST_DEPTH)</span></div><div class="line"><a name="l00847"></a><span class="lineno"> 847</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2); <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l00848"></a><span class="lineno"> 848</span>&#160;<span class="preprocessor">#endif // defined(DST_DEPTH)</span></div><div class="line"><a name="l00849"></a><span class="lineno"> 849</span>&#160;</div><div class="line"><a name="l00850"></a><span class="lineno"> 850</span>&#160; __global uchar *weights_addr = weights_ptr + weights_offset_first_element_in_bytes + x * weights_stride_y;</div><div class="line"><a name="l00851"></a><span class="lineno"> 851</span>&#160;</div><div class="line"><a name="l00852"></a><span class="lineno"> 852</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l00853"></a><span class="lineno"> 853</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE + b * src_stride_w;</div><div class="line"><a name="l00854"></a><span class="lineno"> 854</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00855"></a><span class="lineno"> 855</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE;</div><div class="line"><a name="l00856"></a><span class="lineno"> 856</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00857"></a><span class="lineno"> 857</span>&#160;</div><div class="line"><a name="l00858"></a><span class="lineno"> 858</span>&#160; <span class="keywordtype">int</span> z_coord = 0;</div><div class="line"><a name="l00859"></a><span class="lineno"> 859</span>&#160; int4 <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = 0;</div><div class="line"><a name="l00860"></a><span class="lineno"> 860</span>&#160; int4 y_coord = ((int4)(y * NUM_ROWS_PROCESSED) + (int4)(0, 1, 2, 3)) - (<span class="keywordtype">int</span>)CONV_PAD_LEFT;</div><div class="line"><a name="l00861"></a><span class="lineno"> 861</span>&#160;</div><div class="line"><a name="l00862"></a><span class="lineno"> 862</span>&#160; <span class="comment">// Only for y = 0 we can have a negative coordinate. 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<span class="comment">// We compute 4x2x2 [C,W,H] elements</span></div><div class="line"><a name="l00871"></a><span class="lineno"> 871</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc0 = 0, sum0 = 0;</div><div class="line"><a name="l00872"></a><span class="lineno"> 872</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc1 = 0, sum1 = 0;</div><div class="line"><a name="l00873"></a><span class="lineno"> 873</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc2 = 0, sum2 = 0;</div><div class="line"><a name="l00874"></a><span class="lineno"> 874</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc3 = 0, sum3 = 0;</div><div class="line"><a name="l00875"></a><span class="lineno"> 875</span>&#160;</div><div class="line"><a name="l00876"></a><span class="lineno"> 876</span>&#160; <span class="comment">// Load weights</span></div><div class="line"><a name="l00877"></a><span class="lineno"> 877</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 0);</div><div class="line"><a name="l00878"></a><span class="lineno"> 878</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + VEC_SIZE);</div><div class="line"><a name="l00879"></a><span class="lineno"> 879</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 2 * VEC_SIZE);</div><div class="line"><a name="l00880"></a><span class="lineno"> 880</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 3 * VEC_SIZE);</div><div class="line"><a name="l00881"></a><span class="lineno"> 881</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w4 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 4 * VEC_SIZE);</div><div class="line"><a name="l00882"></a><span class="lineno"> 882</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w5 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 5 * VEC_SIZE);</div><div class="line"><a name="l00883"></a><span class="lineno"> 883</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w6 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 6 * VEC_SIZE);</div><div class="line"><a name="l00884"></a><span class="lineno"> 884</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w7 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 7 * VEC_SIZE);</div><div class="line"><a name="l00885"></a><span class="lineno"> 885</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> w8 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, weights_addr + 8 * VEC_SIZE);</div><div class="line"><a name="l00886"></a><span class="lineno"> 886</span>&#160;</div><div class="line"><a name="l00887"></a><span class="lineno"> 887</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00888"></a><span class="lineno"> 888</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum_we = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)</div><div class="line"><a name="l00889"></a><span class="lineno"> 889</span>&#160; + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w3, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w4, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w5, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)</div><div class="line"><a name="l00890"></a><span class="lineno"> 890</span>&#160; + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w6, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w7, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>) + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(w8, <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l00891"></a><span class="lineno"> 891</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00892"></a><span class="lineno"> 892</span>&#160;</div><div class="line"><a name="l00893"></a><span class="lineno"> 893</span>&#160; <span class="comment">// Load input values</span></div><div class="line"><a name="l00894"></a><span class="lineno"> 894</span>&#160; <span class="comment">// z == 0</span></div><div class="line"><a name="l00895"></a><span class="lineno"> 895</span>&#160; <span class="comment">// Clamp z_coord as for z = 0, it can be negative</span></div><div class="line"><a name="l00896"></a><span class="lineno"> 896</span>&#160; <span class="comment">// z_coord is casted to unsigned int in order to use just a min() operation</span></div><div class="line"><a name="l00897"></a><span class="lineno"> 897</span>&#160; <span class="comment">// A &quot;-1&quot; 32 bit signed variable converted to unsigned gives 4294967295</span></div><div class="line"><a name="l00898"></a><span class="lineno"> 898</span>&#160; z_coord = z * (int)NUM_PLANES_PROCESSED - (<span class="keywordtype">int</span>)CONV_PAD_TOP;</div><div class="line"><a name="l00899"></a><span class="lineno"> 899</span>&#160; z_coord = min((uint)z_coord, (uint)SRC_DIM_2);</div><div class="line"><a name="l00900"></a><span class="lineno"> 900</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l00901"></a><span class="lineno"> 901</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l00902"></a><span class="lineno"> 902</span>&#160;</div><div class="line"><a name="l00903"></a><span class="lineno"> 903</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00904"></a><span class="lineno"> 904</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00905"></a><span class="lineno"> 905</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00906"></a><span class="lineno"> 906</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l00907"></a><span class="lineno"> 907</span>&#160;</div><div class="line"><a name="l00908"></a><span class="lineno"> 908</span>&#160; <span class="comment">// z == 1</span></div><div class="line"><a name="l00909"></a><span class="lineno"> 909</span>&#160; <span class="comment">// z_coord can be only negative for z = 0 so we do not need to clamp it</span></div><div class="line"><a name="l00910"></a><span class="lineno"> 910</span>&#160; <span class="comment">// Moreover z_coord cannot be out-of-bound for z = 1 so we do not need to clamp the offset</span></div><div class="line"><a name="l00911"></a><span class="lineno"> 911</span>&#160; z_coord = z * (int)NUM_PLANES_PROCESSED - (<span class="keywordtype">int</span>)CONV_PAD_TOP + 1;</div><div class="line"><a name="l00912"></a><span class="lineno"> 912</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l00913"></a><span class="lineno"> 913</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values4 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00914"></a><span class="lineno"> 914</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values5 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00915"></a><span class="lineno"> 915</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values6 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00916"></a><span class="lineno"> 916</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values7 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l00917"></a><span class="lineno"> 917</span>&#160;</div><div class="line"><a name="l00918"></a><span class="lineno"> 918</span>&#160; <span class="comment">// z == 2</span></div><div class="line"><a name="l00919"></a><span class="lineno"> 919</span>&#160; <span class="comment">// After z = 1 we can simply add src_stride_z to offset without updating z_coord</span></div><div class="line"><a name="l00920"></a><span class="lineno"> 920</span>&#160; <span class="comment">// However offset can be out-of-bound so we need to check if it is greater than max_offset</span></div><div class="line"><a name="l00921"></a><span class="lineno"> 921</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> += (int4)src_stride_z;</div><div class="line"><a name="l00922"></a><span class="lineno"> 922</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l00923"></a><span class="lineno"> 923</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values8 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00924"></a><span class="lineno"> 924</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values9 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00925"></a><span class="lineno"> 925</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values10 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00926"></a><span class="lineno"> 926</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values11 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l00927"></a><span class="lineno"> 927</span>&#160;</div><div class="line"><a name="l00928"></a><span class="lineno"> 928</span>&#160; <span class="comment">// z == 3</span></div><div class="line"><a name="l00929"></a><span class="lineno"> 929</span>&#160; <span class="comment">// After z = 1 we can simply add src_stride_z to offset without updating z_coord</span></div><div class="line"><a name="l00930"></a><span class="lineno"> 930</span>&#160; <span class="comment">// However offset can be out-of-bound so we need to check if it is greater than max_offset</span></div><div class="line"><a name="l00931"></a><span class="lineno"> 931</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> += (int4)(src_stride_z);</div><div class="line"><a name="l00932"></a><span class="lineno"> 932</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l00933"></a><span class="lineno"> 933</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values12 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l00934"></a><span class="lineno"> 934</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values13 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l00935"></a><span class="lineno"> 935</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values14 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l00936"></a><span class="lineno"> 936</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values15 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l00937"></a><span class="lineno"> 937</span>&#160;</div><div class="line"><a name="l00938"></a><span class="lineno"> 938</span>&#160; MULTIPLY_ADD_ACCUMULATE(values0, w0, acc0, sum0);</div><div class="line"><a name="l00939"></a><span class="lineno"> 939</span>&#160; MULTIPLY_ADD_ACCUMULATE(values1, w1, acc0, sum0);</div><div class="line"><a name="l00940"></a><span class="lineno"> 940</span>&#160; MULTIPLY_ADD_ACCUMULATE(values2, w2, acc0, sum0);</div><div class="line"><a name="l00941"></a><span class="lineno"> 941</span>&#160; MULTIPLY_ADD_ACCUMULATE(values1, w0, acc1, sum1);</div><div class="line"><a name="l00942"></a><span class="lineno"> 942</span>&#160; MULTIPLY_ADD_ACCUMULATE(values2, w1, acc1, sum1);</div><div class="line"><a name="l00943"></a><span class="lineno"> 943</span>&#160; MULTIPLY_ADD_ACCUMULATE(values3, w2, acc1, sum1);</div><div class="line"><a name="l00944"></a><span class="lineno"> 944</span>&#160;</div><div class="line"><a name="l00945"></a><span class="lineno"> 945</span>&#160; MULTIPLY_ADD_ACCUMULATE(values4, w3, acc0, sum0);</div><div class="line"><a name="l00946"></a><span class="lineno"> 946</span>&#160; MULTIPLY_ADD_ACCUMULATE(values5, w4, acc0, sum0);</div><div class="line"><a name="l00947"></a><span class="lineno"> 947</span>&#160; MULTIPLY_ADD_ACCUMULATE(values6, w5, acc0, sum0);</div><div class="line"><a name="l00948"></a><span class="lineno"> 948</span>&#160; MULTIPLY_ADD_ACCUMULATE(values5, w3, acc1, sum1);</div><div class="line"><a name="l00949"></a><span class="lineno"> 949</span>&#160; MULTIPLY_ADD_ACCUMULATE(values6, w4, acc1, sum1);</div><div class="line"><a name="l00950"></a><span class="lineno"> 950</span>&#160; MULTIPLY_ADD_ACCUMULATE(values7, w5, acc1, sum1);</div><div class="line"><a name="l00951"></a><span class="lineno"> 951</span>&#160;</div><div class="line"><a name="l00952"></a><span class="lineno"> 952</span>&#160; MULTIPLY_ADD_ACCUMULATE(values8, w6, acc0, sum0);</div><div class="line"><a name="l00953"></a><span class="lineno"> 953</span>&#160; MULTIPLY_ADD_ACCUMULATE(values9, w7, acc0, sum0);</div><div class="line"><a name="l00954"></a><span class="lineno"> 954</span>&#160; MULTIPLY_ADD_ACCUMULATE(values10, w8, acc0, sum0);</div><div class="line"><a name="l00955"></a><span class="lineno"> 955</span>&#160; MULTIPLY_ADD_ACCUMULATE(values9, w6, acc1, sum1);</div><div class="line"><a name="l00956"></a><span class="lineno"> 956</span>&#160; MULTIPLY_ADD_ACCUMULATE(values10, w7, acc1, sum1);</div><div class="line"><a name="l00957"></a><span class="lineno"> 957</span>&#160; MULTIPLY_ADD_ACCUMULATE(values11, w8, acc1, sum1);</div><div class="line"><a name="l00958"></a><span class="lineno"> 958</span>&#160;</div><div class="line"><a name="l00959"></a><span class="lineno"> 959</span>&#160; MULTIPLY_ADD_ACCUMULATE(values4, w0, acc2, sum2);</div><div class="line"><a name="l00960"></a><span class="lineno"> 960</span>&#160; MULTIPLY_ADD_ACCUMULATE(values5, w1, acc2, sum2);</div><div class="line"><a name="l00961"></a><span class="lineno"> 961</span>&#160; MULTIPLY_ADD_ACCUMULATE(values6, w2, acc2, sum2);</div><div class="line"><a name="l00962"></a><span class="lineno"> 962</span>&#160; MULTIPLY_ADD_ACCUMULATE(values5, w0, acc3, sum3);</div><div class="line"><a name="l00963"></a><span class="lineno"> 963</span>&#160; MULTIPLY_ADD_ACCUMULATE(values6, w1, acc3, sum3);</div><div class="line"><a name="l00964"></a><span class="lineno"> 964</span>&#160; MULTIPLY_ADD_ACCUMULATE(values7, w2, acc3, sum3);</div><div class="line"><a name="l00965"></a><span class="lineno"> 965</span>&#160;</div><div class="line"><a name="l00966"></a><span class="lineno"> 966</span>&#160; MULTIPLY_ADD_ACCUMULATE(values8, w3, acc2, sum2);</div><div class="line"><a name="l00967"></a><span class="lineno"> 967</span>&#160; MULTIPLY_ADD_ACCUMULATE(values9, w4, acc2, sum2);</div><div class="line"><a name="l00968"></a><span class="lineno"> 968</span>&#160; MULTIPLY_ADD_ACCUMULATE(values10, w5, acc2, sum2);</div><div class="line"><a name="l00969"></a><span class="lineno"> 969</span>&#160; MULTIPLY_ADD_ACCUMULATE(values9, w3, acc3, sum3);</div><div class="line"><a name="l00970"></a><span class="lineno"> 970</span>&#160; MULTIPLY_ADD_ACCUMULATE(values10, w4, acc3, sum3);</div><div class="line"><a name="l00971"></a><span class="lineno"> 971</span>&#160; MULTIPLY_ADD_ACCUMULATE(values11, w5, acc3, sum3);</div><div class="line"><a name="l00972"></a><span class="lineno"> 972</span>&#160;</div><div class="line"><a name="l00973"></a><span class="lineno"> 973</span>&#160; MULTIPLY_ADD_ACCUMULATE(values12, w6, acc2, sum2);</div><div class="line"><a name="l00974"></a><span class="lineno"> 974</span>&#160; MULTIPLY_ADD_ACCUMULATE(values13, w7, acc2, sum2);</div><div class="line"><a name="l00975"></a><span class="lineno"> 975</span>&#160; MULTIPLY_ADD_ACCUMULATE(values14, w8, acc2, sum2);</div><div class="line"><a name="l00976"></a><span class="lineno"> 976</span>&#160; MULTIPLY_ADD_ACCUMULATE(values13, w6, acc3, sum3);</div><div class="line"><a name="l00977"></a><span class="lineno"> 977</span>&#160; MULTIPLY_ADD_ACCUMULATE(values14, w7, acc3, sum3);</div><div class="line"><a name="l00978"></a><span class="lineno"> 978</span>&#160; MULTIPLY_ADD_ACCUMULATE(values15, w8, acc3, sum3);</div><div class="line"><a name="l00979"></a><span class="lineno"> 979</span>&#160;</div><div class="line"><a name="l00980"></a><span class="lineno"> 980</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l00981"></a><span class="lineno"> 981</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(biases);</div><div class="line"><a name="l00982"></a><span class="lineno"> 982</span>&#160;</div><div class="line"><a name="l00983"></a><span class="lineno"> 983</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> bias_values = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global <span class="keywordtype">int</span> *)biases.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00984"></a><span class="lineno"> 984</span>&#160;</div><div class="line"><a name="l00985"></a><span class="lineno"> 985</span>&#160; acc0 += bias_values;</div><div class="line"><a name="l00986"></a><span class="lineno"> 986</span>&#160; acc1 += bias_values;</div><div class="line"><a name="l00987"></a><span class="lineno"> 987</span>&#160; acc2 += bias_values;</div><div class="line"><a name="l00988"></a><span class="lineno"> 988</span>&#160; acc3 += bias_values;</div><div class="line"><a name="l00989"></a><span class="lineno"> 989</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(HAS_BIAS) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00990"></a><span class="lineno"> 990</span>&#160;</div><div class="line"><a name="l00991"></a><span class="lineno"> 991</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l00992"></a><span class="lineno"> 992</span>&#160; acc0 += WEIGHTS_OFFSET * sum0;</div><div class="line"><a name="l00993"></a><span class="lineno"> 993</span>&#160; acc1 += WEIGHTS_OFFSET * sum1;</div><div class="line"><a name="l00994"></a><span class="lineno"> 994</span>&#160; acc2 += WEIGHTS_OFFSET * sum2;</div><div class="line"><a name="l00995"></a><span class="lineno"> 995</span>&#160; acc3 += WEIGHTS_OFFSET * sum3;</div><div class="line"><a name="l00996"></a><span class="lineno"> 996</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* WEIGHTS_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00997"></a><span class="lineno"> 997</span>&#160;</div><div class="line"><a name="l00998"></a><span class="lineno"> 998</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l00999"></a><span class="lineno"> 999</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> offs = INPUT_OFFSET * sum_we;</div><div class="line"><a name="l01000"></a><span class="lineno"> 1000</span>&#160;</div><div class="line"><a name="l01001"></a><span class="lineno"> 1001</span>&#160; acc0 += offs;</div><div class="line"><a name="l01002"></a><span class="lineno"> 1002</span>&#160; acc1 += offs;</div><div class="line"><a name="l01003"></a><span class="lineno"> 1003</span>&#160; acc2 += offs;</div><div class="line"><a name="l01004"></a><span class="lineno"> 1004</span>&#160; acc3 += offs;</div><div class="line"><a name="l01005"></a><span class="lineno"> 1005</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* INPUT_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l01006"></a><span class="lineno"> 1006</span>&#160;</div><div class="line"><a name="l01007"></a><span class="lineno"> 1007</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l01008"></a><span class="lineno"> 1008</span>&#160; acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01009"></a><span class="lineno"> 1009</span>&#160; acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01010"></a><span class="lineno"> 1010</span>&#160; acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01011"></a><span class="lineno"> 1011</span>&#160; acc3 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01012"></a><span class="lineno"> 1012</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* K_OFFSET != 0 */</span><span class="preprocessor"></span></div><div class="line"><a name="l01013"></a><span class="lineno"> 1013</span>&#160;</div><div class="line"><a name="l01014"></a><span class="lineno"> 1014</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01015"></a><span class="lineno"> 1015</span>&#160;</div><div class="line"><a name="l01016"></a><span class="lineno"> 1016</span>&#160; acc0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc0, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01017"></a><span class="lineno"> 1017</span>&#160; acc1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc1, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01018"></a><span class="lineno"> 1018</span>&#160; acc2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc2, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01019"></a><span class="lineno"> 1019</span>&#160; acc3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc3, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01020"></a><span class="lineno"> 1020</span>&#160;</div><div class="line"><a name="l01021"></a><span class="lineno"> 1021</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01022"></a><span class="lineno"> 1022</span>&#160;</div><div class="line"><a name="l01023"></a><span class="lineno"> 1023</span>&#160; acc0 = asymm_mult_by_quant_multiplier_less_than_one(acc0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01024"></a><span class="lineno"> 1024</span>&#160; acc1 = asymm_mult_by_quant_multiplier_less_than_one(acc1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01025"></a><span class="lineno"> 1025</span>&#160; acc2 = asymm_mult_by_quant_multiplier_less_than_one(acc2, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01026"></a><span class="lineno"> 1026</span>&#160; acc3 = asymm_mult_by_quant_multiplier_less_than_one(acc3, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01027"></a><span class="lineno"> 1027</span>&#160;</div><div class="line"><a name="l01028"></a><span class="lineno"> 1028</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01029"></a><span class="lineno"> 1029</span>&#160;</div><div class="line"><a name="l01030"></a><span class="lineno"> 1030</span>&#160; acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01031"></a><span class="lineno"> 1031</span>&#160; acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01032"></a><span class="lineno"> 1032</span>&#160; acc2 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01033"></a><span class="lineno"> 1033</span>&#160; acc3 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01034"></a><span class="lineno"> 1034</span>&#160;</div><div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res0 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01036"></a><span class="lineno"> 1036</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res1 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res2 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc2, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01038"></a><span class="lineno"> 1038</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res3 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc3, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01039"></a><span class="lineno"> 1039</span>&#160;</div><div class="line"><a name="l01040"></a><span class="lineno"> 1040</span>&#160; res0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01041"></a><span class="lineno"> 1041</span>&#160; res1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res1, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>&#160; res2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res2, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>&#160; res3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res3, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01044"></a><span class="lineno"> 1044</span>&#160;</div><div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + (z * NUM_PLANES_PROCESSED) * dst_step_z + b * dst_stride_w;</div><div class="line"><a name="l01047"></a><span class="lineno"> 1047</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01048"></a><span class="lineno"> 1048</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + (z * NUM_PLANES_PROCESSED) * dst_step_z;</div><div class="line"><a name="l01049"></a><span class="lineno"> 1049</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01050"></a><span class="lineno"> 1050</span>&#160;</div><div class="line"><a name="l01051"></a><span class="lineno"> 1051</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01052"></a><span class="lineno"> 1052</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res0), 0, dst_addr + 0 * dst_stride_y);</div><div class="line"><a name="l01053"></a><span class="lineno"> 1053</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01054"></a><span class="lineno"> 1054</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res1), 0, dst_addr + 1 * dst_stride_y);</div><div class="line"><a name="l01055"></a><span class="lineno"> 1055</span>&#160;</div><div class="line"><a name="l01056"></a><span class="lineno"> 1056</span>&#160;<span class="preprocessor">#if((DST_DIM_2 % NUM_PLANES_PROCESSED) != 0)</span></div><div class="line"><a name="l01057"></a><span class="lineno"> 1057</span>&#160; <span class="keywordflow">if</span>((z * NUM_PLANES_PROCESSED + 1) &lt; DST_DIM_2)</div><div class="line"><a name="l01058"></a><span class="lineno"> 1058</span>&#160;#endif <span class="comment">// ((DST_DIM_2 % NUM_PLANES_PROCESSED) != 0)</span></div><div class="line"><a name="l01059"></a><span class="lineno"> 1059</span>&#160; {</div><div class="line"><a name="l01060"></a><span class="lineno"> 1060</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01061"></a><span class="lineno"> 1061</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res2), 0, dst_addr + 0 * dst_stride_y + 1 * dst_stride_z);</div><div class="line"><a name="l01062"></a><span class="lineno"> 1062</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01063"></a><span class="lineno"> 1063</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res3), 0, dst_addr + 1 * dst_stride_y + 1 * dst_stride_z);</div><div class="line"><a name="l01064"></a><span class="lineno"> 1064</span>&#160; }</div><div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>&#160;}</div><div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>&#160;</div><div class="line"><a name="l01067"></a><span class="lineno"> 1067</span>&#160;<span class="preprocessor">#if defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8) &amp;&amp; VEC_SIZE == 4</span></div><div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>&#160;</div><div class="line"><a name="l01113"></a><span class="lineno"> 1113</span>&#160;__kernel <span class="keywordtype">void</span> depthwise_convolution_3x3_quantized_dot8_nhwc_stride1(</div><div class="line"><a name="l01114"></a><span class="lineno"> 1114</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">src</a>),</div><div class="line"><a name="l01115"></a><span class="lineno"> 1115</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l01116"></a><span class="lineno"> 1116</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a22f42fcf2077d951271df83b55c1a71a">IMAGE_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">weights</a>),</div><div class="line"><a name="l01117"></a><span class="lineno"> 1117</span>&#160;#<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l01118"></a><span class="lineno"> 1118</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(biases),</div><div class="line"><a name="l01119"></a><span class="lineno"> 1119</span>&#160;#endif <span class="comment">// defined(HAS_BIAS)</span></div><div class="line"><a name="l01120"></a><span class="lineno"> 1120</span>&#160; <span class="keywordtype">int</span> max_offset)</div><div class="line"><a name="l01121"></a><span class="lineno"> 1121</span>&#160;{</div><div class="line"><a name="l01122"></a><span class="lineno"> 1122</span>&#160; <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l01123"></a><span class="lineno"> 1123</span>&#160; <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l01124"></a><span class="lineno"> 1124</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l01125"></a><span class="lineno"> 1125</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2) % (int)DST_DEPTH; <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l01126"></a><span class="lineno"> 1126</span>&#160; <span class="keywordtype">int</span> b = get_global_id(2) / (int)DST_DEPTH; <span class="comment">// batch</span></div><div class="line"><a name="l01127"></a><span class="lineno"> 1127</span>&#160;<span class="preprocessor">#else // defined(DST_DEPTH)</span></div><div class="line"><a name="l01128"></a><span class="lineno"> 1128</span>&#160; <span class="keywordtype">int</span> z = get_global_id(2); <span class="comment">// spatial coordinate y</span></div><div class="line"><a name="l01129"></a><span class="lineno"> 1129</span>&#160;<span class="preprocessor">#endif // defined(DST_DEPTH)</span></div><div class="line"><a name="l01130"></a><span class="lineno"> 1130</span>&#160;</div><div class="line"><a name="l01131"></a><span class="lineno"> 1131</span>&#160; __global uchar *weights_addr = weights_ptr + weights_offset_first_element_in_bytes + x * weights_stride_y;</div><div class="line"><a name="l01132"></a><span class="lineno"> 1132</span>&#160;</div><div class="line"><a name="l01133"></a><span class="lineno"> 1133</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l01134"></a><span class="lineno"> 1134</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE + b * src_stride_w;</div><div class="line"><a name="l01135"></a><span class="lineno"> 1135</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01136"></a><span class="lineno"> 1136</span>&#160; __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * VEC_SIZE;</div><div class="line"><a name="l01137"></a><span class="lineno"> 1137</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01138"></a><span class="lineno"> 1138</span>&#160;</div><div class="line"><a name="l01139"></a><span class="lineno"> 1139</span>&#160; <span class="keywordtype">int</span> z_coord = 0;</div><div class="line"><a name="l01140"></a><span class="lineno"> 1140</span>&#160; int4 <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = 0;</div><div class="line"><a name="l01141"></a><span class="lineno"> 1141</span>&#160; int4 y_coord = ((int4)(y * NUM_ROWS_PROCESSED) + (int4)(0, 1, 2, 3)) - (<span class="keywordtype">int</span>)CONV_PAD_LEFT;</div><div class="line"><a name="l01142"></a><span class="lineno"> 1142</span>&#160;</div><div class="line"><a name="l01143"></a><span class="lineno"> 1143</span>&#160; <span class="comment">// Only for y = 0 we can have a negative coordinate. If so, we convert it to SRC_DIM_1</span></div><div class="line"><a name="l01144"></a><span class="lineno"> 1144</span>&#160; y_coord.s0 = min((uint)y_coord.s0, (uint)SRC_DIM_1);</div><div class="line"><a name="l01145"></a><span class="lineno"> 1145</span>&#160; y_coord.s1 = min((uint)y_coord.s1, (uint)SRC_DIM_1);</div><div class="line"><a name="l01146"></a><span class="lineno"> 1146</span>&#160; y_coord.s2 = min((uint)y_coord.s2, (uint)SRC_DIM_1);</div><div class="line"><a name="l01147"></a><span class="lineno"> 1147</span>&#160; y_coord.s3 = min((uint)y_coord.s3, (uint)SRC_DIM_1);</div><div class="line"><a name="l01148"></a><span class="lineno"> 1148</span>&#160;</div><div class="line"><a name="l01149"></a><span class="lineno"> 1149</span>&#160; int4 y_offset = convert_int4(y_coord * (<span class="keywordtype">int</span>)src_stride_y);</div><div class="line"><a name="l01150"></a><span class="lineno"> 1150</span>&#160;</div><div class="line"><a name="l01151"></a><span class="lineno"> 1151</span>&#160; <span class="comment">// We compute 4x2x1 [C,W,H] elements</span></div><div class="line"><a name="l01152"></a><span class="lineno"> 1152</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc0 = 0;</div><div class="line"><a name="l01153"></a><span class="lineno"> 1153</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> acc1 = 0;</div><div class="line"><a name="l01154"></a><span class="lineno"> 1154</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum0 = 0;</div><div class="line"><a name="l01155"></a><span class="lineno"> 1155</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> sum1 = 0;</div><div class="line"><a name="l01156"></a><span class="lineno"> 1156</span>&#160;</div><div class="line"><a name="l01157"></a><span class="lineno"> 1157</span>&#160; <span class="comment">// Load weights</span></div><div class="line"><a name="l01158"></a><span class="lineno"> 1158</span>&#160; uchar16 w0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(16)(0, weights_addr);</div><div class="line"><a name="l01159"></a><span class="lineno"> 1159</span>&#160; uchar16 w1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(16)(0, weights_addr + 16);</div><div class="line"><a name="l01160"></a><span class="lineno"> 1160</span>&#160; uchar4 w2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(4)(0, weights_addr + 32);</div><div class="line"><a name="l01161"></a><span class="lineno"> 1161</span>&#160;</div><div class="line"><a name="l01162"></a><span class="lineno"> 1162</span>&#160;<span class="preprocessor">#if INPUT_OFFSET != 0</span></div><div class="line"><a name="l01163"></a><span class="lineno"> 1163</span>&#160; <span class="comment">// Initilize the final result with the weights reduction multiplied by INPUT_OFFSET</span></div><div class="line"><a name="l01164"></a><span class="lineno"> 1164</span>&#160; DOT_PRODUCT_REDUCTION_WEIGHTS(acc0.s0, w0.s01234567, w0.s8);</div><div class="line"><a name="l01165"></a><span class="lineno"> 1165</span>&#160; DOT_PRODUCT_REDUCTION_WEIGHTS(acc0.s1, (uchar8)((w0.s9ABC), (w0.sDEF), w1.s0), w1.s1);</div><div class="line"><a name="l01166"></a><span class="lineno"> 1166</span>&#160; DOT_PRODUCT_REDUCTION_WEIGHTS(acc0.s2, w1.s23456789, w1.sA);</div><div class="line"><a name="l01167"></a><span class="lineno"> 1167</span>&#160; DOT_PRODUCT_REDUCTION_WEIGHTS(acc0.s3, (uchar8)((w1.sBCD), (w1.sEF), (w2.s012)), w2.s3);</div><div class="line"><a name="l01168"></a><span class="lineno"> 1168</span>&#160;</div><div class="line"><a name="l01169"></a><span class="lineno"> 1169</span>&#160; <span class="comment">// Multiply the weights reduction with INPUT_OFFSET</span></div><div class="line"><a name="l01170"></a><span class="lineno"> 1170</span>&#160; acc0 = INPUT_OFFSET * acc0;</div><div class="line"><a name="l01171"></a><span class="lineno"> 1171</span>&#160;</div><div class="line"><a name="l01172"></a><span class="lineno"> 1172</span>&#160; acc1 = acc0;</div><div class="line"><a name="l01173"></a><span class="lineno"> 1173</span>&#160;<span class="preprocessor">#endif // INPUT_OFFSET != 0</span></div><div class="line"><a name="l01174"></a><span class="lineno"> 1174</span>&#160;</div><div class="line"><a name="l01175"></a><span class="lineno"> 1175</span>&#160; <span class="comment">// Load input values</span></div><div class="line"><a name="l01176"></a><span class="lineno"> 1176</span>&#160; <span class="comment">// z == 0</span></div><div class="line"><a name="l01177"></a><span class="lineno"> 1177</span>&#160; <span class="comment">// Clamp z_coord as for z = 0, it can be negative</span></div><div class="line"><a name="l01178"></a><span class="lineno"> 1178</span>&#160; <span class="comment">// z_coord is casted to unsigned int in order to use just a min() operation</span></div><div class="line"><a name="l01179"></a><span class="lineno"> 1179</span>&#160; <span class="comment">// A &quot;-1&quot; 32 bit signed variable converted to unsigned gives 4294967295</span></div><div class="line"><a name="l01180"></a><span class="lineno"> 1180</span>&#160; z_coord = z - (int)CONV_PAD_TOP;</div><div class="line"><a name="l01181"></a><span class="lineno"> 1181</span>&#160; z_coord = min((uint)z_coord, (uint)SRC_DIM_2);</div><div class="line"><a name="l01182"></a><span class="lineno"> 1182</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l01183"></a><span class="lineno"> 1183</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l01184"></a><span class="lineno"> 1184</span>&#160;</div><div class="line"><a name="l01185"></a><span class="lineno"> 1185</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l01186"></a><span class="lineno"> 1186</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l01187"></a><span class="lineno"> 1187</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values2 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l01188"></a><span class="lineno"> 1188</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values3 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l01189"></a><span class="lineno"> 1189</span>&#160;</div><div class="line"><a name="l01190"></a><span class="lineno"> 1190</span>&#160; <span class="comment">// z == 1</span></div><div class="line"><a name="l01191"></a><span class="lineno"> 1191</span>&#160; <span class="comment">// z_coord can be only negative for z = 0 so we do not need to clamp it</span></div><div class="line"><a name="l01192"></a><span class="lineno"> 1192</span>&#160; <span class="comment">// Moreover z_coord cannot be out-of-bound for z = 1 so we do not need to clamp the offset</span></div><div class="line"><a name="l01193"></a><span class="lineno"> 1193</span>&#160; z_coord = z - (int)CONV_PAD_TOP + 1;</div><div class="line"><a name="l01194"></a><span class="lineno"> 1194</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = y_offset + (int4)(z_coord * src_stride_z);</div><div class="line"><a name="l01195"></a><span class="lineno"> 1195</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values4 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l01196"></a><span class="lineno"> 1196</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values5 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l01197"></a><span class="lineno"> 1197</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values6 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l01198"></a><span class="lineno"> 1198</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values7 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l01199"></a><span class="lineno"> 1199</span>&#160;</div><div class="line"><a name="l01200"></a><span class="lineno"> 1200</span>&#160; <span class="comment">// z == 2</span></div><div class="line"><a name="l01201"></a><span class="lineno"> 1201</span>&#160; <span class="comment">// After z = 1 we can simply add src_stride_z to offset without updating z_coord</span></div><div class="line"><a name="l01202"></a><span class="lineno"> 1202</span>&#160; <span class="comment">// However offset can be out-of-bound so we need to check if it is greater than max_offset</span></div><div class="line"><a name="l01203"></a><span class="lineno"> 1203</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> += (int4)src_stride_z;</div><div class="line"><a name="l01204"></a><span class="lineno"> 1204</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a> = min(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>, (int4)max_offset);</div><div class="line"><a name="l01205"></a><span class="lineno"> 1205</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values8 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s0);</div><div class="line"><a name="l01206"></a><span class="lineno"> 1206</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values9 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s1);</div><div class="line"><a name="l01207"></a><span class="lineno"> 1207</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values10 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s2);</div><div class="line"><a name="l01208"></a><span class="lineno"> 1208</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> values11 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, src_addr + <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>.s3);</div><div class="line"><a name="l01209"></a><span class="lineno"> 1209</span>&#160;</div><div class="line"><a name="l01210"></a><span class="lineno"> 1210</span>&#160; DOT_PRODUCT_REDUCTION(sum0.s0, values0.s0, values1.s0, values2.s0, values4.s0, values5.s0, values6.s0, values8.s0, values9.s0, values10.s0);</div><div class="line"><a name="l01211"></a><span class="lineno"> 1211</span>&#160; DOT_PRODUCT_REDUCTION(sum1.s0, values1.s0, values2.s0, values3.s0, values5.s0, values6.s0, values7.s0, values9.s0, values10.s0, values11.s0);</div><div class="line"><a name="l01212"></a><span class="lineno"> 1212</span>&#160; DOT_PRODUCT(acc0.s0, values0.s0, values1.s0, values2.s0, values4.s0, values5.s0, values6.s0, values8.s0, values9.s0, values10.s0, w0.s01234567, w0.s8);</div><div class="line"><a name="l01213"></a><span class="lineno"> 1213</span>&#160; DOT_PRODUCT(acc1.s0, values1.s0, values2.s0, values3.s0, values5.s0, values6.s0, values7.s0, values9.s0, values10.s0, values11.s0, w0.s01234567, w0.s8);</div><div class="line"><a name="l01214"></a><span class="lineno"> 1214</span>&#160;</div><div class="line"><a name="l01215"></a><span class="lineno"> 1215</span>&#160; DOT_PRODUCT_REDUCTION(sum0.s1, values0.s1, values1.s1, values2.s1, values4.s1, values5.s1, values6.s1, values8.s1, values9.s1, values10.s1);</div><div class="line"><a name="l01216"></a><span class="lineno"> 1216</span>&#160; DOT_PRODUCT_REDUCTION(sum1.s1, values1.s1, values2.s1, values3.s1, values5.s1, values6.s1, values7.s1, values9.s1, values10.s1, values11.s1);</div><div class="line"><a name="l01217"></a><span class="lineno"> 1217</span>&#160; DOT_PRODUCT(acc0.s1, values0.s1, values1.s1, values2.s1, values4.s1, values5.s1, values6.s1, values8.s1, values9.s1, values10.s1, (uchar8)((w0.s9ABC), (w0.sDEF), w1.s0), w1.s1);</div><div class="line"><a name="l01218"></a><span class="lineno"> 1218</span>&#160; DOT_PRODUCT(acc1.s1, values1.s1, values2.s1, values3.s1, values5.s1, values6.s1, values7.s1, values9.s1, values10.s1, values11.s1, (uchar8)((w0.s9ABC), (w0.sDEF), w1.s0), w1.s1);</div><div class="line"><a name="l01219"></a><span class="lineno"> 1219</span>&#160;</div><div class="line"><a name="l01220"></a><span class="lineno"> 1220</span>&#160; DOT_PRODUCT_REDUCTION(sum0.s2, values0.s2, values1.s2, values2.s2, values4.s2, values5.s2, values6.s2, values8.s2, values9.s2, values10.s2);</div><div class="line"><a name="l01221"></a><span class="lineno"> 1221</span>&#160; DOT_PRODUCT_REDUCTION(sum1.s2, values1.s2, values2.s2, values3.s2, values5.s2, values6.s2, values7.s2, values9.s2, values10.s2, values11.s2);</div><div class="line"><a name="l01222"></a><span class="lineno"> 1222</span>&#160; DOT_PRODUCT(acc0.s2, values0.s2, values1.s2, values2.s2, values4.s2, values5.s2, values6.s2, values8.s2, values9.s2, values10.s2, w1.s23456789, w1.sA);</div><div class="line"><a name="l01223"></a><span class="lineno"> 1223</span>&#160; DOT_PRODUCT(acc1.s2, values1.s2, values2.s2, values3.s2, values5.s2, values6.s2, values7.s2, values9.s2, values10.s2, values11.s2, w1.s23456789, w1.sA);</div><div class="line"><a name="l01224"></a><span class="lineno"> 1224</span>&#160;</div><div class="line"><a name="l01225"></a><span class="lineno"> 1225</span>&#160; DOT_PRODUCT_REDUCTION(sum0.s3, values0.s3, values1.s3, values2.s3, values4.s3, values5.s3, values6.s3, values8.s3, values9.s3, values10.s3);</div><div class="line"><a name="l01226"></a><span class="lineno"> 1226</span>&#160; DOT_PRODUCT_REDUCTION(sum1.s3, values1.s3, values2.s3, values3.s3, values5.s3, values6.s3, values7.s3, values9.s3, values10.s3, values11.s3);</div><div class="line"><a name="l01227"></a><span class="lineno"> 1227</span>&#160; DOT_PRODUCT(acc0.s3, values0.s3, values1.s3, values2.s3, values4.s3, values5.s3, values6.s3, values8.s3, values9.s3, values10.s3, (uchar8)((w1.sBCD), (w1.sEF), (w2.s012)), w2.s3);</div><div class="line"><a name="l01228"></a><span class="lineno"> 1228</span>&#160; DOT_PRODUCT(acc1.s3, values1.s3, values2.s3, values3.s3, values5.s3, values6.s3, values7.s3, values9.s3, values10.s3, values11.s3, (uchar8)((w1.sBCD), (w1.sEF), (w2.s012)), w2.s3);</div><div class="line"><a name="l01229"></a><span class="lineno"> 1229</span>&#160;</div><div class="line"><a name="l01230"></a><span class="lineno"> 1230</span>&#160;<span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l01231"></a><span class="lineno"> 1231</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> biases = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(biases);</div><div class="line"><a name="l01232"></a><span class="lineno"> 1232</span>&#160;</div><div class="line"><a name="l01233"></a><span class="lineno"> 1233</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a> bias_values = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global <span class="keywordtype">int</span> *)biases.<a class="code" href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l01234"></a><span class="lineno"> 1234</span>&#160;</div><div class="line"><a name="l01235"></a><span class="lineno"> 1235</span>&#160; acc0 += bias_values;</div><div class="line"><a name="l01236"></a><span class="lineno"> 1236</span>&#160; acc1 += bias_values;</div><div class="line"><a name="l01237"></a><span class="lineno"> 1237</span>&#160;</div><div class="line"><a name="l01238"></a><span class="lineno"> 1238</span>&#160;<span class="preprocessor">#endif // defined(HAS_BIAS)</span></div><div class="line"><a name="l01239"></a><span class="lineno"> 1239</span>&#160;</div><div class="line"><a name="l01240"></a><span class="lineno"> 1240</span>&#160;<span class="preprocessor">#if WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l01241"></a><span class="lineno"> 1241</span>&#160; acc0 += WEIGHTS_OFFSET * sum0;</div><div class="line"><a name="l01242"></a><span class="lineno"> 1242</span>&#160; acc1 += WEIGHTS_OFFSET * sum1;</div><div class="line"><a name="l01243"></a><span class="lineno"> 1243</span>&#160;<span class="preprocessor">#endif // WEIGHTS_OFFSET != 0</span></div><div class="line"><a name="l01244"></a><span class="lineno"> 1244</span>&#160;</div><div class="line"><a name="l01245"></a><span class="lineno"> 1245</span>&#160;<span class="preprocessor">#if K_OFFSET != 0</span></div><div class="line"><a name="l01246"></a><span class="lineno"> 1246</span>&#160; acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01247"></a><span class="lineno"> 1247</span>&#160; acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)K_OFFSET;</div><div class="line"><a name="l01248"></a><span class="lineno"> 1248</span>&#160;</div><div class="line"><a name="l01249"></a><span class="lineno"> 1249</span>&#160;<span class="preprocessor">#endif // K_OFFSET != 0</span></div><div class="line"><a name="l01250"></a><span class="lineno"> 1250</span>&#160;</div><div class="line"><a name="l01251"></a><span class="lineno"> 1251</span>&#160;<span class="preprocessor">#if defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01252"></a><span class="lineno"> 1252</span>&#160;</div><div class="line"><a name="l01253"></a><span class="lineno"> 1253</span>&#160; acc0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc0, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01254"></a><span class="lineno"> 1254</span>&#160; acc1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(<a class="code" href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">round</a>(<a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a>(acc1, <a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>) * (<a class="code" href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a>)REAL_MULTIPLIER), <a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>);</div><div class="line"><a name="l01255"></a><span class="lineno"> 1255</span>&#160;</div><div class="line"><a name="l01256"></a><span class="lineno"> 1256</span>&#160;<span class="preprocessor">#else // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01257"></a><span class="lineno"> 1257</span>&#160;</div><div class="line"><a name="l01258"></a><span class="lineno"> 1258</span>&#160; acc0 = asymm_mult_by_quant_multiplier_less_than_one(acc0, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01259"></a><span class="lineno"> 1259</span>&#160; acc1 = asymm_mult_by_quant_multiplier_less_than_one(acc1, OUTPUT_MULTIPLIER, OUTPUT_SHIFT);</div><div class="line"><a name="l01260"></a><span class="lineno"> 1260</span>&#160;</div><div class="line"><a name="l01261"></a><span class="lineno"> 1261</span>&#160;<span class="preprocessor">#endif // defined(REAL_MULTIPLIER)</span></div><div class="line"><a name="l01262"></a><span class="lineno"> 1262</span>&#160; acc0 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01263"></a><span class="lineno"> 1263</span>&#160; acc1 += (<a class="code" href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a>)OUTPUT_OFFSET;</div><div class="line"><a name="l01264"></a><span class="lineno"> 1264</span>&#160;</div><div class="line"><a name="l01265"></a><span class="lineno"> 1265</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res0 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc0, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01266"></a><span class="lineno"> 1266</span>&#160; <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a> res1 = <a class="code" href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a>(acc1, <a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>);</div><div class="line"><a name="l01267"></a><span class="lineno"> 1267</span>&#160;</div><div class="line"><a name="l01268"></a><span class="lineno"> 1268</span>&#160; res0 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01269"></a><span class="lineno"> 1269</span>&#160; res1 = <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a>(res1, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)0, (<a class="code" href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a>)255);</div><div class="line"><a name="l01270"></a><span class="lineno"> 1270</span>&#160;</div><div class="line"><a name="l01271"></a><span class="lineno"> 1271</span>&#160;<span class="preprocessor">#if defined(DST_DEPTH)</span></div><div class="line"><a name="l01272"></a><span class="lineno"> 1272</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + z * dst_step_z + b * dst_stride_w;</div><div class="line"><a name="l01273"></a><span class="lineno"> 1273</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01274"></a><span class="lineno"> 1274</span>&#160; __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x * dst_step_x + y * dst_step_y + z * dst_step_z;</div><div class="line"><a name="l01275"></a><span class="lineno"> 1275</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(DST_DEPTH) */</span><span class="preprocessor"></span></div><div class="line"><a name="l01276"></a><span class="lineno"> 1276</span>&#160;</div><div class="line"><a name="l01277"></a><span class="lineno"> 1277</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01278"></a><span class="lineno"> 1278</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res0), 0, dst_addr + 0 * dst_stride_y);</div><div class="line"><a name="l01279"></a><span class="lineno"> 1279</span>&#160; <a class="code" href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l01280"></a><span class="lineno"> 1280</span>&#160; (<a class="code" href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a>(res1), 0, dst_addr + 1 * dst_stride_y);</div><div class="line"><a name="l01281"></a><span class="lineno"> 1281</span>&#160;}</div><div class="line"><a name="l01282"></a><span class="lineno"> 1282</span>&#160;<span class="preprocessor">#endif // defined(ARM_COMPUTE_OPENCL_DOT8_ENABLED) &amp;&amp; defined(cl_arm_integer_dot_product_int8) &amp;&amp; VEC_SIZE==4</span></div><div class="line"><a name="l01283"></a><span class="lineno"> 1283</span>&#160;</div><div class="line"><a name="l01284"></a><span class="lineno"> 1284</span>&#160;<span class="preprocessor">#endif // defined(NUM_ROWS_PROCESSED) &amp;&amp; defined(NUM_PLANES_PROCESSED)</span></div><div class="line"><a name="l01285"></a><span class="lineno"> 1285</span>&#160;</div><div class="line"><a name="l01286"></a><span class="lineno"> 1286</span>&#160;<span class="preprocessor">#endif // defined(VEC_SIZE) &amp;&amp; defined(SRC_DIM_1) &amp;&amp; defined(SRC_DIM_2) &amp;&amp; defined(CONV_PAD_TOP) &amp;&amp; defined(CONV_PAD_LEFT)</span></div><div class="line"><a name="l01287"></a><span class="lineno"> 1287</span>&#160;</div><div class="line"><a name="l01288"></a><span class="lineno"> 1288</span>&#160;<span class="preprocessor">#endif // defined(WEIGHTS_OFFSET) &amp;&amp; defined(INPUT_OFFSET) &amp;&amp; defined(K_OFFSET) &amp;&amp; ((defined(OUTPUT_OFFSET) &amp;&amp; defined(OUTPUT_MULTIPLIER) &amp;&amp; defined(OUTPUT_SHIFT)) || defined(REAL_MULTIPLIER))</span></div><div class="ttc" id="struct_vector_xhtml"><div class="ttname"><a href="struct_vector.xhtml">Vector</a></div><div class="ttdoc">Structure to hold Vector information.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00143">helpers.h:143</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a009469e4d9b8fce3b6d5e97d2077827d"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a></div><div class="ttdeci">__global uchar * offset(const Image *img, int x, int y)</div><div class="ttdoc">Get the pointer position of a Image.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00312">helpers.h:312</a></div></div>
<div class="ttc" id="activation__layer__qa8_8cl_xhtml"><div class="ttname"><a href="activation__layer__qa8_8cl.xhtml">activation_layer_qa8.cl</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_aa8d95ba04fc73845abc6045952cae5be"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aa8d95ba04fc73845abc6045952cae5be">CONVERT</a></div><div class="ttdeci">#define CONVERT(x, type)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00063">helpers.h:63</a></div></div>
<div class="ttc" id="reduction__operation_8cl_xhtml_ab0df00f5333da51860deb93deb44a782"><div class="ttname"><a href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a></div><div class="ttdeci">DATA_TYPE sum(__global const DATA_TYPE *input)</div><div class="ttdoc">Calculate sum of a vector.</div><div class="ttdef"><b>Definition:</b> <a href="reduction__operation_8cl_source.xhtml#l00052">reduction_operation.cl:52</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a22f42fcf2077d951271df83b55c1a71a"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a22f42fcf2077d951271df83b55c1a71a">IMAGE_DECLARATION</a></div><div class="ttdeci">#define IMAGE_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00077">helpers.h:77</a></div></div>
<div class="ttc" id="direct__convolution1x1_8cl_xhtml_a1f15728672380ade7a238f5e783d54d2"><div class="ttname"><a href="direct__convolution1x1_8cl.xhtml#a1f15728672380ade7a238f5e783d54d2">CONVERT_SAT</a></div><div class="ttdeci">#define CONVERT_SAT(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="direct__convolution1x1_8cl_source.xhtml#l00030">direct_convolution1x1.cl:30</a></div></div>
<div class="ttc" id="winograd__output__transform_8cl_xhtml_a150fbfa48767f3bf602b812f8ecb3ad9"><div class="ttname"><a href="winograd__output__transform_8cl.xhtml#a150fbfa48767f3bf602b812f8ecb3ad9">ACTIVATION_FUNC</a></div><div class="ttdeci">#define ACTIVATION_FUNC(x)</div><div class="ttdef"><b>Definition:</b> <a href="winograd__output__transform_8cl_source.xhtml#l00030">winograd_output_transform.cl:30</a></div></div>
<div class="ttc" id="struct_tensor3_d_xhtml"><div class="ttname"><a href="struct_tensor3_d.xhtml">Tensor3D</a></div><div class="ttdoc">Structure to hold 3D tensor information.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00160">helpers.h:160</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a79e8e562daa6599317d2d1cd86ef1bf2"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a79e8e562daa6599317d2d1cd86ef1bf2">CONVERT_TO_TENSOR3D_STRUCT_NO_STEP</a></div><div class="ttdeci">#define CONVERT_TO_TENSOR3D_STRUCT_NO_STEP(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00132">helpers.h:132</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a527bfdf5eeb306f1cf01c4a8e29f38e0"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00107">helpers.h:107</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a541f8db866a0fa93ee67d58ea31a7d0c"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a></div><div class="ttdeci">#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00125">helpers.h:125</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a40a6eb9f2a7712f08d6bb8ff6c9e6ca7"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a></div><div class="ttdeci">#define VECTOR_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00071">helpers.h:71</a></div></div>
<div class="ttc" id="struct_vector_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_vector.xhtml#acf52c23cbd7424606c10a606524e3e32">Vector::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00145">helpers.h:145</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_adbf67dcee294e673cf796f1ed8aeb6a4"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">arm_compute::test::validation::dst</a></div><div class="ttdeci">CLTensor dst</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_absolute_difference_8cpp_source.xhtml#l00102">AbsoluteDifference.cpp:102</a></div></div>
<div class="ttc" id="softmax__layer__quantized_8cl_xhtml_aee190caf3b3571e939ac129e12c368cd"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#aee190caf3b3571e939ac129e12c368cd">VEC_INT</a></div><div class="ttdeci">#define VEC_INT</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00064">softmax_layer_quantized.cl:64</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_aabdbe431f2713c5c2604cb9872b66aab"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#aabdbe431f2713c5c2604cb9872b66aab">CLAMP</a></div><div class="ttdeci">#define CLAMP(x, min_val, max_val)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00045">helpers.h:45</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_ae9d2dc29c2789c253406f9b304cc75a8"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#ae9d2dc29c2789c253406f9b304cc75a8">arm_compute::test::validation::src</a></div><div class="ttdeci">cast configure &amp; src</div><div class="ttdef"><b>Definition:</b> <a href="_cast_8cpp_source.xhtml#l00169">Cast.cpp:169</a></div></div>
<div class="ttc" id="struct_image_xhtml"><div class="ttname"><a href="struct_image.xhtml">Image</a></div><div class="ttdoc">Structure to hold Image information.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00151">helpers.h:151</a></div></div>
<div class="ttc" id="namespacearm__compute_xhtml_aaae2b6b1c3f4404121346a4c27b22647"><div class="ttname"><a href="namespacearm__compute.xhtml#aaae2b6b1c3f4404121346a4c27b22647">arm_compute::round</a></div><div class="ttdeci">int round(float x, RoundingPolicy rounding_policy)</div><div class="ttdoc">Return a rounded value of x.</div><div class="ttdef"><b>Definition:</b> <a href="_rounding_8cpp_source.xhtml#l00035">Rounding.cpp:35</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a7e4940407322d6f0ccb8b6b86b856019"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a></div><div class="ttdeci">__global const uchar * vector_offset(const Vector *vec, int x)</div><div class="ttdoc">Get the pointer position of a Vector.</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00301">helpers.h:301</a></div></div>
<div class="ttc" id="helpers__asymm_8h_xhtml"><div class="ttname"><a href="helpers__asymm_8h.xhtml">helpers_asymm.h</a></div></div>
<div class="ttc" id="softmax__layer__quantized_8cl_xhtml_af5987b09a234231612b2b1eded343025"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#af5987b09a234231612b2b1eded343025">VEC_UCHAR</a></div><div class="ttdeci">#define VEC_UCHAR</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00062">softmax_layer_quantized.cl:62</a></div></div>
<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a64a08a9fec5aeee8650e7182b6d171d0"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a64a08a9fec5aeee8650e7182b6d171d0">arm_compute::test::validation::weights</a></div><div class="ttdeci">CLTensor weights</div><div class="ttdef"><b>Definition:</b> <a href="validation_2_c_l_2_convolution_layer_8cpp_source.xhtml#l00180">ConvolutionLayer.cpp:180</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_acb282042d1edeeaa3cc979a206f78b54"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a></div><div class="ttdeci">#define VSTORE(size)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00051">helpers.h:51</a></div></div>
<div class="ttc" id="helpers__asymm_8h_xhtml_a86de0ffca367bfcf27a8ae5dd1fdef2d"><div class="ttname"><a href="helpers__asymm_8h.xhtml#a86de0ffca367bfcf27a8ae5dd1fdef2d">ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE</a></div><div class="ttdeci">#define ASYMM_MULT_BY_QUANT_MULTIPLIER_LESS_THAN_ONE(x, quantized_multiplier, right_shift, size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers__asymm_8h_source.xhtml#l00297">helpers_asymm.h:297</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a481bdc6d61b3df9dcdbdb244f0f97790"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a></div><div class="ttdeci">#define TENSOR4D_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00095">helpers.h:95</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a287e2fc366c312b468382c95bb90f91f"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a></div><div class="ttdeci">#define VLOAD(size)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00048">helpers.h:48</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a6b83038822d1ae7ab619b684ed3b7fc0"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a></div><div class="ttdeci">#define TENSOR3D_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00085">helpers.h:85</a></div></div>
<div class="ttc" id="src_2core_2_c_l_2cl__kernels_2_helpers_8h_xhtml_a64d779f80eeb923e0ab2313433f7b40b"><div class="ttname"><a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT_NO_STEP(name)</div><div class="ttdef"><b>Definition:</b> <a href="src_2core_2_c_l_2cl__kernels_2_helpers_8h_source.xhtml#l00110">helpers.h:110</a></div></div>
<div class="ttc" id="activation__layer__qa8_8cl_xhtml_ade2e33e6f303ce93468eef7e56d95c0c"><div class="ttname"><a href="activation__layer__qa8_8cl.xhtml#ade2e33e6f303ce93468eef7e56d95c0c">VEC_FLOAT</a></div><div class="ttdeci">#define VEC_FLOAT</div><div class="ttdef"><b>Definition:</b> <a href="activation__layer__qa8_8cl_source.xhtml#l00027">activation_layer_qa8.cl:27</a></div></div>
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