| 120 | <a href="winograd_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> <span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment"> * Copyright (c) 2018 ARM Limited.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment"> * SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"> *</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <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> <span class="comment"> * of this software and associated documentation files (the "Software"), to</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <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> <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> <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> <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> <span class="comment"> *</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <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> <span class="comment"> * copies or substantial portions of the Software.</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="comment"> *</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="comment"> * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <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> <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> <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> <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> <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> <span class="comment"> * SOFTWARE.</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="comment"> */</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> <span class="preprocessor">#include "<a class="code" href="helpers_8h.xhtml">helpers.h</a>"</span></div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span> </div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span> <span class="preprocessor">#if defined(NUM_CHANNELS)</span></div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span> </div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span> __kernel <span class="keywordtype">void</span> winograd_filter_transform_2x2_3x3_nchw(</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <a class="code" href="helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>),</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <a class="code" href="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="l00054"></a><span class="lineno"> 54</span> {</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <a class="code" href="struct_tensor4_d.xhtml">Tensor4D</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a> = <a class="code" href="helpers_8h.xhtml#a23b9032d1b9d59547545e457f82ee478">CONVERT_TO_TENSOR4D_STRUCT</a>(src, NUM_CHANNELS);</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span> </div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#ad442fb5ec8be1fff97f543150de5d822">tensor4D_offset</a>(&src, 0, 0, 0, 0);</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span> </div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="comment">// Load the values from the input tensor</span></div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  float3 w0 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  float3 w1 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  float3 w2 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span> </div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  <span class="comment">// Transform the 3x3 tile in a 4x4 tile</span></div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  float4 out0 = 0.0f;</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  float4 out1 = 0.0f;</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  float4 out2 = 0.0f;</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  float4 out3 = 0.0f;</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span> </div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  <span class="comment">// Row 0</span></div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  out0.s0 = (w0.s0);</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  out0.s1 = (w0.s0 + w0.s1 + w0.s2) * 0.5f;</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>  out0.s2 = (w0.s0 + w0.s2 - w0.s1) * 0.5f;</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  out0.s3 = (w0.s2);</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span> </div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  <span class="comment">// Row 1</span></div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  out1.s0 = (w0.s0 + w1.s0 + w2.s0) * 0.5f;</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  out1.s1 = (w0.s0 + w1.s0 + w2.s0 + w0.s1 + w1.s1 + w2.s1 + w0.s2 + w1.s2 + w2.s2) * 0.25f;</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  out1.s2 = (w0.s0 + w1.s0 + w2.s0 + w0.s2 + w1.s2 + w2.s2 - w0.s1 - w1.s1 - w2.s1) * 0.25f;</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  out1.s3 = (w0.s2 + w1.s2 + w2.s2) * 0.5f;</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> </div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <span class="comment">// Row 2</span></div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  out2.s0 = (w0.s0 + w2.s0 - w1.s0) * 0.5f;</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  out2.s1 = (w0.s0 + w2.s0 + w0.s1 + w2.s1 + w0.s2 + w2.s2 - w1.s0 - w1.s1 - w1.s2) * 0.25f;</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  out2.s2 = (w0.s0 + w2.s0 + w1.s1 + w0.s2 + w2.s2 - w1.s0 - w0.s1 - w2.s1 - w1.s2) * 0.25f;</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  out2.s3 = (w0.s2 + w2.s2 - w1.s2) * 0.5f;</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span> </div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <span class="comment">// Row 3</span></div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  out3.s0 = (w2.s0);</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  out3.s1 = (w2.s0 + w2.s1 + w2.s2) * 0.5f;</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  out3.s2 = (w2.s0 + w2.s2 - w2.s1) * 0.5f;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>  out3.s3 = (w2.s2);</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> </div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  <span class="keywordtype">int</span> x0 = z / NUM_CHANNELS; <span class="comment">// idx filter</span></div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  <span class="keywordtype">int</span> y0 = z % NUM_CHANNELS; <span class="comment">// idx channel</span></div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span> </div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x0 * dst_stride_x + y0 * dst_stride_y;</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span> </div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  <span class="comment">// Store the 16 values across the 16 channels</span></div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z) = out0.s0;</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z) = out0.s1;</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z) = out0.s2;</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z) = out0.s3;</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z) = out1.s0;</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z) = out1.s1;</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z) = out1.s2;</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z) = out1.s3;</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z) = out2.s0;</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z) = out2.s1;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z) = out2.s2;</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z) = out2.s3;</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z) = out3.s0;</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z) = out3.s1;</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z) = out3.s2;</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z) = out3.s3;</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span> }</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span> </div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span> __kernel <span class="keywordtype">void</span> winograd_filter_transform_4x4_3x3_nchw(</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>  <a class="code" href="helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(src),</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>  <a class="code" href="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="l00146"></a><span class="lineno"> 146</span> {</div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span>  <a class="code" href="struct_tensor4_d.xhtml">Tensor4D</a> src = <a class="code" href="helpers_8h.xhtml#a23b9032d1b9d59547545e457f82ee478">CONVERT_TO_TENSOR4D_STRUCT</a>(src, NUM_CHANNELS);</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> </div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#ad442fb5ec8be1fff97f543150de5d822">tensor4D_offset</a>(&src, 0, 0, 0, 0);</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span> </div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <span class="comment">// Load the values from the input tensor</span></div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  float3 w0 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  float3 w1 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  float3 w2 = vload3(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span> </div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  <span class="comment">// Transform the 3x3 tile in a 6x6 tile</span></div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  float8 out0 = 0.0f;</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  float8 out1 = 0.0f;</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  float8 out2 = 0.0f;</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  float8 out3 = 0.0f;</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  float8 out4 = 0.0f;</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>  float8 out5 = 0.0f;</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span> </div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  <span class="comment">// Row 0</span></div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  out0.s0 = (w0.s0) / 16.f;</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>  out0.s1 = (-w0.s0 - w0.s1 - w0.s2) / 24.f;</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>  out0.s2 = (-w0.s0 + w0.s1 - w0.s2) / 24.f;</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>  out0.s3 = (w0.s0 + 2.f * w0.s1 + 4.f * w0.s2) / 96.f;</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  out0.s4 = (w0.s0 - 2.f * w0.s1 + 4.f * w0.s2) / 96.f;</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  out0.s5 = (w0.s2) / 4.f;</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span> </div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  <span class="comment">// Row 1</span></div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  out1.s0 = (-w0.s0 - w1.s0 - w2.s0) / 24.f;</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>  out1.s1 = (w0.s0 + w1.s0 + w2.s0 + w0.s1 + w1.s1 + w2.s1 + w0.s2 + w1.s2 + w2.s2) / 36.f;</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>  out1.s2 = (w0.s0 + w1.s0 + w2.s0 - w0.s1 - w1.s1 - w2.s1 + w0.s2 + w1.s2 + w2.s2) / 36.f;</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  out1.s3 = (-w0.s0 - w1.s0 - w2.s0 + 2.f * (-w0.s1 - w1.s1 - w2.s1) + 4.f * (-w0.s2 - w1.s2 - w2.s2)) / 144.f;</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>  out1.s4 = (-w0.s0 - w1.s0 - w2.s0 + 2.f * (w0.s1 + w1.s1 + w2.s1) + 4.f * (-w0.s2 - w1.s2 - w2.s2)) / 144.f;</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  out1.s5 = (-w0.s2 - w1.s2 - w2.s2) / 6.f;</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span> </div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  <span class="comment">// Row 2</span></div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  out2.s0 = (-w0.s0 + w1.s0 - w2.s0) / 24.f;</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  out2.s1 = (w0.s0 - w1.s0 + w2.s0 + w0.s1 - w1.s1 + w2.s1 + w0.s2 - w1.s2 + w2.s2) / 36.f;</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  out2.s2 = (w0.s0 - w1.s0 + w2.s0 - w0.s1 + w1.s1 - w2.s1 + w0.s2 - w1.s2 + w2.s2) / 36.f;</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  out2.s3 = (-w0.s0 + w1.s0 - w2.s0 + 2.f * (-w0.s1 + w1.s1 - w2.s1) + 4.f * (-w0.s2 + w1.s2 - w2.s2)) / 144.f;</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  out2.s4 = (-w0.s0 + w1.s0 - w2.s0 + 2.f * (w0.s1 - w1.s1 + w2.s1) + 4.f * (-w0.s2 + w1.s2 - w2.s2)) / 144.f;</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  out2.s5 = (-w0.s2 + w1.s2 - w2.s2) / 6.f;</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span> </div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  <span class="comment">// Row 3</span></div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>  out3.s0 = (w0.s0 + 2.f * w1.s0 + 4.f * w2.s0) / 96.f;</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  out3.s1 = (-w0.s0 - 2.f * w1.s0 - 4.f * w2.s0 - w0.s1 - 2.f * w1.s1 - 4.f * w2.s1 - w0.s2 - 2.f * w1.s2 - 4.f * w2.s2) / 144.f;</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>  out3.s2 = (-w0.s0 - 2.f * w1.s0 - 4.f * w2.s0 + w0.s1 + 2.f * w1.s1 + 4.f * w2.s1 - w0.s2 - 2.f * w1.s2 - 4.f * w2.s2) / 144.f;</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  out3.s3 = ((w0.s0 + 2.f * w1.s0 + 4.f * w2.s0) + 2.f * (w0.s1 + 2.f * w1.s1 + 4.f * w2.s1) + 4.f * (w0.s2 + 2.f * w1.s2 + 4.f * w2.s2)) / 576.f;</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  out3.s4 = ((w0.s0 + 2.f * w1.s0 + 4.f * w2.s0) + 2.f * (-w0.s1 - 2.f * w1.s1 - 4.f * w2.s1) + 4.f * (w0.s2 + 2.f * w1.s2 + 4.f * w2.s2)) / 576.f;</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  out3.s5 = (w0.s2 + 2.f * w1.s2 + 4.f * w2.s2) / 24.f;</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span> </div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  <span class="comment">// Row 4</span></div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>  out4.s0 = (w0.s0 - 2.f * w1.s0 + 4.f * w2.s0) / 96.f;</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  out4.s1 = (-w0.s0 + 2.f * w1.s0 - 4.f * w2.s0 - w0.s1 + 2.f * w1.s1 - 4.f * w2.s1 - w0.s2 + 2.f * w1.s2 - 4.f * w2.s2) / 144.f;</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  out4.s2 = (-w0.s0 + 2.f * w1.s0 - 4.f * w2.s0 + w0.s1 - 2.f * w1.s1 + 4.f * w2.s1 - w0.s2 + 2.f * w1.s2 - 4.f * w2.s2) / 144.f;</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>  out4.s3 = ((w0.s0 - 2.f * w1.s0 + 4.f * w2.s0) + 2.f * (w0.s1 - 2.f * w1.s1 + 4.f * w2.s1) + 4.f * (w0.s2 - 2.f * w1.s2 + 4.f * w2.s2)) / 576.f;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>  out4.s4 = ((w0.s0 - 2.f * w1.s0 + 4.f * w2.s0) + 2.f * (-w0.s1 + 2.f * w1.s1 - 4.f * w2.s1) + 4.f * (w0.s2 - 2.f * w1.s2 + 4.f * w2.s2)) / 576.f;</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  out4.s5 = (w0.s2 - 2.f * w1.s2 + 4.f * w2.s2) / 24.f;</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span> </div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="comment">// Row 5</span></div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  out5.s0 = (w2.s0) / 4.f;</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  out5.s1 = (-w2.s0 - w2.s1 - w2.s2) / 6.f;</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  out5.s2 = (-w2.s0 + w2.s1 - w2.s2) / 6.f;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>  out5.s3 = (w2.s0 + 2.f * w2.s1 + 4.f * w2.s2) / 24.f;</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  out5.s4 = (w2.s0 - 2.f * w2.s1 + 4.f * w2.s2) / 24.f;</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  out5.s5 = (w2.s2);</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span> </div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>  <span class="keywordtype">int</span> x0 = z / NUM_CHANNELS; <span class="comment">// idx filter</span></div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  <span class="keywordtype">int</span> y0 = z % NUM_CHANNELS; <span class="comment">// idx channel</span></div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span> </div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x0 * dst_stride_x + y0 * dst_stride_y;</div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span> </div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  <span class="comment">// Store the 36 values across the 36 channels</span></div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z) = out0.s0;</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z) = out0.s1;</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z) = out0.s2;</div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z) = out0.s3;</div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z) = out0.s4;</div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z) = out0.s5;</div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z) = out1.s0;</div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z) = out1.s1;</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z) = out1.s2;</div><div class="line"><a name="l00229"></a><span class="lineno"> 229</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z) = out1.s3;</div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z) = out1.s4;</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z) = out1.s5;</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z) = out2.s0;</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z) = out2.s1;</div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z) = out2.s2;</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z) = out2.s3;</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 16 * dst_stride_z) = out2.s4;</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 17 * dst_stride_z) = out2.s5;</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 18 * dst_stride_z) = out3.s0;</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 19 * dst_stride_z) = out3.s1;</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 20 * dst_stride_z) = out3.s2;</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 21 * dst_stride_z) = out3.s3;</div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 22 * dst_stride_z) = out3.s4;</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 23 * dst_stride_z) = out3.s5;</div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 24 * dst_stride_z) = out4.s0;</div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 25 * dst_stride_z) = out4.s1;</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 26 * dst_stride_z) = out4.s2;</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 27 * dst_stride_z) = out4.s3;</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 28 * dst_stride_z) = out4.s4;</div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 29 * dst_stride_z) = out4.s5;</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 30 * dst_stride_z) = out5.s0;</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 31 * dst_stride_z) = out5.s1;</div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 32 * dst_stride_z) = out5.s2;</div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 33 * dst_stride_z) = out5.s3;</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 34 * dst_stride_z) = out5.s4;</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 35 * dst_stride_z) = out5.s5;</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span> }</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span> </div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span> __kernel <span class="keywordtype">void</span> winograd_filter_transform_4x4_5x5_nchw(</div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span>  <a class="code" href="helpers_8h.xhtml#a481bdc6d61b3df9dcdbdb244f0f97790">TENSOR4D_DECLARATION</a>(src),</div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  <a class="code" href="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="l00284"></a><span class="lineno"> 284</span> {</div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>  <a class="code" href="struct_tensor4_d.xhtml">Tensor4D</a> src = <a class="code" href="helpers_8h.xhtml#a23b9032d1b9d59547545e457f82ee478">CONVERT_TO_TENSOR4D_STRUCT</a>(src, NUM_CHANNELS);</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span> </div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#ad442fb5ec8be1fff97f543150de5d822">tensor4D_offset</a>(&src, 0, 0, 0, 0);</div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span> </div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>  <span class="comment">// Load the values from the input tensor</span></div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>  <span class="keyword">const</span> <span class="keywordtype">char</span> stride_x = 4 * <span class="keyword">sizeof</span>(float); <span class="comment">// Used for accessing the last value in each row</span></div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span>  <span class="keyword">const</span> uchar8 stride_y = (uchar8)(0, 1, 2, 3, 4, 0, 0, 0) * (uchar8)src_stride_y;</div><div class="line"><a name="l00292"></a><span class="lineno"> 292</span> </div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span>  float4 w00 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s0));</div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span>  <span class="keywordtype">float</span> w01 = *((__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s0 + stride_x));</div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  float4 w10 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s1));</div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span>  <span class="keywordtype">float</span> w11 = *((__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s1 + stride_x));</div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  float4 w20 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s2));</div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  <span class="keywordtype">float</span> w21 = *((__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s2 + stride_x));</div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span>  float4 w30 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s3));</div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>  <span class="keywordtype">float</span> w31 = *((__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s3 + stride_x));</div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span>  float4 w40 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s4));</div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>  <span class="keywordtype">float</span> w41 = *((__global <span class="keywordtype">float</span> *)(src_addr + stride_y.s4 + stride_x));</div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span> </div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>  <span class="comment">// Transform the 3x3 tile in a 8x8 tile</span></div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>  float8 out0 = 0.0f;</div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>  float8 out1 = 0.0f;</div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span>  float8 out2 = 0.0f;</div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span>  float8 out3 = 0.0f;</div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span>  float8 out4 = 0.0f;</div><div class="line"><a name="l00310"></a><span class="lineno"> 310</span>  float8 out5 = 0.0f;</div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>  float8 out6 = 0.0f;</div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span>  float8 out7 = 0.0f;</div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span> </div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span>  <span class="comment">// Row 0</span></div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  out0.s0 = w00.s0;</div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span>  out0.s1 = -2.f * (w00.s0 + w00.s1 + w00.s2 + w00.s3 + w01) / 9.f;</div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span>  out0.s2 = -2.f * (w00.s0 - w00.s1 + w00.s2 - w00.s3 + w01) / 9.f;</div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span>  out0.s3 = (w00.s0 + 2.f * w00.s1 + 4.f * w00.s2 + 8.f * w00.s3 + 16.f * w01) / 90.f;</div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span>  out0.s4 = (w00.s0 - 2.f * w00.s1 + 4.f * w00.s2 - 8.f * w00.s3 + 16.f * w01) / 90.f;</div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span>  out0.s5 = (16.f * w00.s0 + 8.f * w00.s1 + 4.f * w00.s2 + 2.f * w00.s3 + w01) / 180.f;</div><div class="line"><a name="l00321"></a><span class="lineno"> 321</span>  out0.s6 = (16.f * w00.s0 - 8.f * w00.s1 + 4.f * w00.s2 - 2.f * w00.s3 + w01) / 180.f;</div><div class="line"><a name="l00322"></a><span class="lineno"> 322</span>  out0.s7 = w01;</div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span> </div><div class="line"><a name="l00324"></a><span class="lineno"> 324</span>  <span class="comment">// Row 1</span></div><div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  out1.s0 = -2.f * (w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) / 9.f;</div><div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  out1.s1 = 4.f * ((w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) + (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) +</div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + (w01 + w11 + w21 + w31 + w41)) / 81.f;</div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span>  out1.s2 = 4.f * ((w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) - (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) -</div><div class="line"><a name="l00329"></a><span class="lineno"> 329</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + (w01 + w11 + w21 + w31 + w41)) / 81.f;</div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>  out1.s3 = -((w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) + 2.f * (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + 4.f * (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) + 8.f *</div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + 16.f * (w01 + w11 + w21 + w31 + w41)) / 405.f;</div><div class="line"><a name="l00332"></a><span class="lineno"> 332</span>  out1.s4 = -((w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) - 2.f * (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + 4.f * (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) - 8.f *</div><div class="line"><a name="l00333"></a><span class="lineno"> 333</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + 16.f * (w01 + w11 + w21 + w31 + w41)) / 405.f;</div><div class="line"><a name="l00334"></a><span class="lineno"> 334</span>  out1.s5 = -(16.f * (w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) + 8.f * (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + 4.f * (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) + 2.f *</div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + (w01 + w11 + w21 + w31 + w41)) / 810.f;</div><div class="line"><a name="l00336"></a><span class="lineno"> 336</span>  out1.s6 = -(16.f * (w00.s0 + w10.s0 + w20.s0 + w30.s0 + w40.s0) - 8.f * (w00.s1 + w10.s1 + w20.s1 + w30.s1 + w40.s1) + 4.f * (w00.s2 + w10.s2 + w20.s2 + w30.s2 + w40.s2) - 2.f *</div><div class="line"><a name="l00337"></a><span class="lineno"> 337</span>  (w00.s3 + w10.s3 + w20.s3 + w30.s3 + w40.s3) + (w01 + w11 + w21 + w31 + w41)) / 810.f;</div><div class="line"><a name="l00338"></a><span class="lineno"> 338</span>  out1.s7 = -2.f * (w01 + w11 + w21 + w31 + w41) / 9.f;</div><div class="line"><a name="l00339"></a><span class="lineno"> 339</span> </div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span>  <span class="comment">// Row 2</span></div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span>  out2.s0 = -2.f * (w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) / 9.f;</div><div class="line"><a name="l00342"></a><span class="lineno"> 342</span>  out2.s1 = 4.f * ((w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) + (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) +</div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + (w01 - w11 + w21 - w31 + w41)) / 81.f;</div><div class="line"><a name="l00344"></a><span class="lineno"> 344</span>  out2.s2 = 4.f * ((w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) - (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) -</div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + (w01 - w11 + w21 - w31 + w41)) / 81.f;</div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  out2.s3 = -((w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) + 2.f * (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + 4.f * (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) + 8.f *</div><div class="line"><a name="l00347"></a><span class="lineno"> 347</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + 16.f * (w01 - w11 + w21 - w31 + w41)) / 405.f;</div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  out2.s4 = -((w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) - 2.f * (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + 4.f * (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) - 8.f *</div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + 16.f * (w01 - w11 + w21 - w31 + w41)) / 405.f;</div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  out2.s5 = -(16.f * (w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) + 8.f * (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + 4.f * (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) + 2.f *</div><div class="line"><a name="l00351"></a><span class="lineno"> 351</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + (w01 - w11 + w21 - w31 + w41)) / 810.f;</div><div class="line"><a name="l00352"></a><span class="lineno"> 352</span>  out2.s6 = -(16.f * (w00.s0 - w10.s0 + w20.s0 - w30.s0 + w40.s0) - 8.f * (w00.s1 - w10.s1 + w20.s1 - w30.s1 + w40.s1) + 4.f * (w00.s2 - w10.s2 + w20.s2 - w30.s2 + w40.s2) - 2.f *</div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>  (w00.s3 - w10.s3 + w20.s3 - w30.s3 + w40.s3) + (w01 - w11 + w21 - w31 + w41)) / 810.f;</div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span>  out2.s7 = -2.f * (w01 - w11 + w21 - w31 + w41) / 9.f;</div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span> </div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>  <span class="comment">// Row 3</span></div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>  out3.s0 = (w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) / 90.f;</div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>  out3.s1 = -((w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) + (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) +</div><div class="line"><a name="l00359"></a><span class="lineno"> 359</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) + (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00360"></a><span class="lineno"> 360</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 405.f;</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  out3.s2 = -((w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) - (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) +</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) - (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 405.f;</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span>  out3.s3 = ((w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) + 2.f * (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) + 8.f * (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) + 16.f *</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 8100.f;</div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  out3.s4 = ((w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) - 2.f * (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) - 8.f * (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) + 16.f *</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 8100.f;</div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span>  out3.s5 = (16.f * (w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) + 8.f * (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) + 2.f * (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 16200.f;</div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span>  out3.s6 = (16.f * (w00.s0 + 2.f * w10.s0 + 4.f * w20.s0 + 8.f * w30.s0 + 16.f * w40.s0) - 8.f * (w00.s1 + 2.f * w10.s1 + 4.f * w20.s1 + 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span>  (w00.s2 + 2.f * w10.s2 + 4.f * w20.s2 + 8.f * w30.s2 + 16.f * w40.s2) - 2.f * (w00.s3 + 2.f * w10.s3 + 4.f * w20.s3 + 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span>  (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41)) / 16200.f;</div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  out3.s7 = (w01 + 2.f * w11 + 4.f * w21 + 8.f * w31 + 16.f * w41) / 90.f;</div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span> </div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  <span class="comment">// Row 4</span></div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span>  out4.s0 = (w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) / 90.f;</div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  out4.s1 = -((w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) + (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) +</div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) + (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 405.f;</div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  out4.s2 = -((w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) - (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) +</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) - (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 405.f;</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span>  out4.s3 = ((w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) + 2.f * (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) + 8.f * (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) + 16.f *</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 8100.f;</div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span>  out4.s4 = ((w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) - 2.f * (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) - 8.f * (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) + 16.f *</div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 8100.f;</div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span>  out4.s5 = (16.f * (w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) + 8.f * (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) + 2.f * (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 16200.f;</div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span>  out4.s6 = (16.f * (w00.s0 - 2.f * w10.s0 + 4.f * w20.s0 - 8.f * w30.s0 + 16.f * w40.s0) - 8.f * (w00.s1 - 2.f * w10.s1 + 4.f * w20.s1 - 8.f * w30.s1 + 16.f * w40.s1) + 4.f *</div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span>  (w00.s2 - 2.f * w10.s2 + 4.f * w20.s2 - 8.f * w30.s2 + 16.f * w40.s2) - 2.f * (w00.s3 - 2.f * w10.s3 + 4.f * w20.s3 - 8.f * w30.s3 + 16.f * w40.s3) +</div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span>  (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41)) / 16200.f;</div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span>  out4.s7 = (w01 - 2.f * w11 + 4.f * w21 - 8.f * w31 + 16.f * w41) / 90.f;</div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span> </div><div class="line"><a name="l00400"></a><span class="lineno"> 400</span>  <span class="comment">// Row 5</span></div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span>  out5.s0 = (16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) / 180.f;</div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span>  out5.s1 = -((16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) + (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) +</div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) + (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 810.f;</div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  out5.s2 = -((16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) - (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) +</div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) - (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 810.f;</div><div class="line"><a name="l00408"></a><span class="lineno"> 408</span>  out5.s3 = ((16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) + 2.f * (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) + 8.f * (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) + 16.f *</div><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 16200.f;</div><div class="line"><a name="l00411"></a><span class="lineno"> 411</span>  out5.s4 = ((16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) - 2.f * (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00412"></a><span class="lineno"> 412</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) - 8.f * (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) + 16.f *</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 16200.f;</div><div class="line"><a name="l00414"></a><span class="lineno"> 414</span>  out5.s5 = (16.f * (16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) + 8.f * (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00415"></a><span class="lineno"> 415</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) + 2.f * (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00416"></a><span class="lineno"> 416</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 32400.f;</div><div class="line"><a name="l00417"></a><span class="lineno"> 417</span>  out5.s6 = (16.f * (16.f * w00.s0 + 8.f * w10.s0 + 4.f * w20.s0 + 2.f * w30.s0 + w40.s0) - 8.f * (16.f * w00.s1 + 8.f * w10.s1 + 4.f * w20.s1 + 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00418"></a><span class="lineno"> 418</span>  (16.f * w00.s2 + 8.f * w10.s2 + 4.f * w20.s2 + 2.f * w30.s2 + w40.s2) - 2.f * (16.f * w00.s3 + 8.f * w10.s3 + 4.f * w20.s3 + 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span>  (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41)) / 32400.f;</div><div class="line"><a name="l00420"></a><span class="lineno"> 420</span>  out5.s7 = (16.f * w01 + 8.f * w11 + 4.f * w21 + 2.f * w31 + w41) / 180.f;</div><div class="line"><a name="l00421"></a><span class="lineno"> 421</span> </div><div class="line"><a name="l00422"></a><span class="lineno"> 422</span>  <span class="comment">// Row 6</span></div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span>  out6.s0 = (16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) / 180.f;</div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span>  out6.s1 = -((16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) + (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) +</div><div class="line"><a name="l00425"></a><span class="lineno"> 425</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) + (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 810.f;</div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span>  out6.s2 = -((16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) - (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) +</div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) - (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 810.f;</div><div class="line"><a name="l00430"></a><span class="lineno"> 430</span>  out6.s3 = ((16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) + 2.f * (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00431"></a><span class="lineno"> 431</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) + 8.f * (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) + 16.f *</div><div class="line"><a name="l00432"></a><span class="lineno"> 432</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 16200.f;</div><div class="line"><a name="l00433"></a><span class="lineno"> 433</span>  out6.s4 = ((16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) - 2.f * (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00434"></a><span class="lineno"> 434</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) - 8.f * (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) + 16.f *</div><div class="line"><a name="l00435"></a><span class="lineno"> 435</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 16200.f;</div><div class="line"><a name="l00436"></a><span class="lineno"> 436</span>  out6.s5 = (16.f * (16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) + 8.f * (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00437"></a><span class="lineno"> 437</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) + 2.f * (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00438"></a><span class="lineno"> 438</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 32400.f;</div><div class="line"><a name="l00439"></a><span class="lineno"> 439</span>  out6.s6 = (16.f * (16.f * w00.s0 - 8.f * w10.s0 + 4.f * w20.s0 - 2.f * w30.s0 + w40.s0) - 8.f * (16.f * w00.s1 - 8.f * w10.s1 + 4.f * w20.s1 - 2.f * w30.s1 + w40.s1) + 4.f *</div><div class="line"><a name="l00440"></a><span class="lineno"> 440</span>  (16.f * w00.s2 - 8.f * w10.s2 + 4.f * w20.s2 - 2.f * w30.s2 + w40.s2) - 2.f * (16.f * w00.s3 - 8.f * w10.s3 + 4.f * w20.s3 - 2.f * w30.s3 + w40.s3) +</div><div class="line"><a name="l00441"></a><span class="lineno"> 441</span>  (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41)) / 32400.f;</div><div class="line"><a name="l00442"></a><span class="lineno"> 442</span>  out6.s7 = (16.f * w01 - 8.f * w11 + 4.f * w21 - 2.f * w31 + w41) / 180.f;</div><div class="line"><a name="l00443"></a><span class="lineno"> 443</span> </div><div class="line"><a name="l00444"></a><span class="lineno"> 444</span>  <span class="comment">// Row 7</span></div><div class="line"><a name="l00445"></a><span class="lineno"> 445</span>  out7.s0 = w40.s0;</div><div class="line"><a name="l00446"></a><span class="lineno"> 446</span>  out7.s1 = -2.f * (w40.s0 + w40.s1 + w40.s2 + w40.s3 + w41) / 9.f;</div><div class="line"><a name="l00447"></a><span class="lineno"> 447</span>  out7.s2 = -2.f * (w40.s0 - w40.s1 + w40.s2 - w40.s3 + w41) / 9.f;</div><div class="line"><a name="l00448"></a><span class="lineno"> 448</span>  out7.s3 = (w40.s0 + 2.f * w40.s1 + 4.f * w40.s2 + 8.f * w40.s3 + 16.f * w41) / 90.f;</div><div class="line"><a name="l00449"></a><span class="lineno"> 449</span>  out7.s4 = (w40.s0 - 2.f * w40.s1 + 4.f * w40.s2 - 8.f * w40.s3 + 16.f * w41) / 90.f;</div><div class="line"><a name="l00450"></a><span class="lineno"> 450</span>  out7.s5 = (16.f * w40.s0 + 8.f * w40.s1 + 4.f * w40.s2 + 2.f * w40.s3 + w41) / 180.f;</div><div class="line"><a name="l00451"></a><span class="lineno"> 451</span>  out7.s6 = (16.f * w40.s0 - 8.f * w40.s1 + 4.f * w40.s2 - 2.f * w40.s3 + w41) / 180.f;</div><div class="line"><a name="l00452"></a><span class="lineno"> 452</span>  out7.s7 = w41;</div><div class="line"><a name="l00453"></a><span class="lineno"> 453</span> </div><div class="line"><a name="l00454"></a><span class="lineno"> 454</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l00455"></a><span class="lineno"> 455</span>  <span class="keywordtype">int</span> x0 = z / NUM_CHANNELS; <span class="comment">// idx filter</span></div><div class="line"><a name="l00456"></a><span class="lineno"> 456</span>  <span class="keywordtype">int</span> y0 = z % NUM_CHANNELS; <span class="comment">// idx channel</span></div><div class="line"><a name="l00457"></a><span class="lineno"> 457</span> </div><div class="line"><a name="l00458"></a><span class="lineno"> 458</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l00459"></a><span class="lineno"> 459</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x0 * dst_stride_x + y0 * dst_stride_y;</div><div class="line"><a name="l00460"></a><span class="lineno"> 460</span> </div><div class="line"><a name="l00461"></a><span class="lineno"> 461</span>  <span class="comment">// Store the 64 values across the 64 channels</span></div><div class="line"><a name="l00462"></a><span class="lineno"> 462</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z) = out0.s0;</div><div class="line"><a name="l00463"></a><span class="lineno"> 463</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z) = out0.s1;</div><div class="line"><a name="l00464"></a><span class="lineno"> 464</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z) = out0.s2;</div><div class="line"><a name="l00465"></a><span class="lineno"> 465</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z) = out0.s3;</div><div class="line"><a name="l00466"></a><span class="lineno"> 466</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z) = out0.s4;</div><div class="line"><a name="l00467"></a><span class="lineno"> 467</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z) = out0.s5;</div><div class="line"><a name="l00468"></a><span class="lineno"> 468</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z) = out0.s6;</div><div class="line"><a name="l00469"></a><span class="lineno"> 469</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z) = out0.s7;</div><div class="line"><a name="l00470"></a><span class="lineno"> 470</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z) = out1.s0;</div><div class="line"><a name="l00471"></a><span class="lineno"> 471</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z) = out1.s1;</div><div class="line"><a name="l00472"></a><span class="lineno"> 472</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z) = out1.s2;</div><div class="line"><a name="l00473"></a><span class="lineno"> 473</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z) = out1.s3;</div><div class="line"><a name="l00474"></a><span class="lineno"> 474</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z) = out1.s4;</div><div class="line"><a name="l00475"></a><span class="lineno"> 475</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z) = out1.s5;</div><div class="line"><a name="l00476"></a><span class="lineno"> 476</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z) = out1.s6;</div><div class="line"><a name="l00477"></a><span class="lineno"> 477</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z) = out1.s7;</div><div class="line"><a name="l00478"></a><span class="lineno"> 478</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 16 * dst_stride_z) = out2.s0;</div><div class="line"><a name="l00479"></a><span class="lineno"> 479</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 17 * dst_stride_z) = out2.s1;</div><div class="line"><a name="l00480"></a><span class="lineno"> 480</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 18 * dst_stride_z) = out2.s2;</div><div class="line"><a name="l00481"></a><span class="lineno"> 481</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 19 * dst_stride_z) = out2.s3;</div><div class="line"><a name="l00482"></a><span class="lineno"> 482</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 20 * dst_stride_z) = out2.s4;</div><div class="line"><a name="l00483"></a><span class="lineno"> 483</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 21 * dst_stride_z) = out2.s5;</div><div class="line"><a name="l00484"></a><span class="lineno"> 484</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 22 * dst_stride_z) = out2.s6;</div><div class="line"><a name="l00485"></a><span class="lineno"> 485</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 23 * dst_stride_z) = out2.s7;</div><div class="line"><a name="l00486"></a><span class="lineno"> 486</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 24 * dst_stride_z) = out3.s0;</div><div class="line"><a name="l00487"></a><span class="lineno"> 487</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 25 * dst_stride_z) = out3.s1;</div><div class="line"><a name="l00488"></a><span class="lineno"> 488</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 26 * dst_stride_z) = out3.s2;</div><div class="line"><a name="l00489"></a><span class="lineno"> 489</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 27 * dst_stride_z) = out3.s3;</div><div class="line"><a name="l00490"></a><span class="lineno"> 490</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 28 * dst_stride_z) = out3.s4;</div><div class="line"><a name="l00491"></a><span class="lineno"> 491</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 29 * dst_stride_z) = out3.s5;</div><div class="line"><a name="l00492"></a><span class="lineno"> 492</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 30 * dst_stride_z) = out3.s6;</div><div class="line"><a name="l00493"></a><span class="lineno"> 493</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 31 * dst_stride_z) = out3.s7;</div><div class="line"><a name="l00494"></a><span class="lineno"> 494</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 32 * dst_stride_z) = out4.s0;</div><div class="line"><a name="l00495"></a><span class="lineno"> 495</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 33 * dst_stride_z) = out4.s1;</div><div class="line"><a name="l00496"></a><span class="lineno"> 496</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 34 * dst_stride_z) = out4.s2;</div><div class="line"><a name="l00497"></a><span class="lineno"> 497</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 35 * dst_stride_z) = out4.s3;</div><div class="line"><a name="l00498"></a><span class="lineno"> 498</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 36 * dst_stride_z) = out4.s4;</div><div class="line"><a name="l00499"></a><span class="lineno"> 499</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 37 * dst_stride_z) = out4.s5;</div><div class="line"><a name="l00500"></a><span class="lineno"> 500</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 38 * dst_stride_z) = out4.s6;</div><div class="line"><a name="l00501"></a><span class="lineno"> 501</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 39 * dst_stride_z) = out4.s7;</div><div class="line"><a name="l00502"></a><span class="lineno"> 502</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 40 * dst_stride_z) = out5.s0;</div><div class="line"><a name="l00503"></a><span class="lineno"> 503</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 41 * dst_stride_z) = out5.s1;</div><div class="line"><a name="l00504"></a><span class="lineno"> 504</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 42 * dst_stride_z) = out5.s2;</div><div class="line"><a name="l00505"></a><span class="lineno"> 505</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 43 * dst_stride_z) = out5.s3;</div><div class="line"><a name="l00506"></a><span class="lineno"> 506</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 44 * dst_stride_z) = out5.s4;</div><div class="line"><a name="l00507"></a><span class="lineno"> 507</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 45 * dst_stride_z) = out5.s5;</div><div class="line"><a name="l00508"></a><span class="lineno"> 508</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 46 * dst_stride_z) = out5.s6;</div><div class="line"><a name="l00509"></a><span class="lineno"> 509</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 47 * dst_stride_z) = out5.s7;</div><div class="line"><a name="l00510"></a><span class="lineno"> 510</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 48 * dst_stride_z) = out6.s0;</div><div class="line"><a name="l00511"></a><span class="lineno"> 511</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 49 * dst_stride_z) = out6.s1;</div><div class="line"><a name="l00512"></a><span class="lineno"> 512</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 50 * dst_stride_z) = out6.s2;</div><div class="line"><a name="l00513"></a><span class="lineno"> 513</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 51 * dst_stride_z) = out6.s3;</div><div class="line"><a name="l00514"></a><span class="lineno"> 514</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 52 * dst_stride_z) = out6.s4;</div><div class="line"><a name="l00515"></a><span class="lineno"> 515</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 53 * dst_stride_z) = out6.s5;</div><div class="line"><a name="l00516"></a><span class="lineno"> 516</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 54 * dst_stride_z) = out6.s6;</div><div class="line"><a name="l00517"></a><span class="lineno"> 517</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 55 * dst_stride_z) = out6.s7;</div><div class="line"><a name="l00518"></a><span class="lineno"> 518</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 56 * dst_stride_z) = out7.s0;</div><div class="line"><a name="l00519"></a><span class="lineno"> 519</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 57 * dst_stride_z) = out7.s1;</div><div class="line"><a name="l00520"></a><span class="lineno"> 520</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 58 * dst_stride_z) = out7.s2;</div><div class="line"><a name="l00521"></a><span class="lineno"> 521</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 59 * dst_stride_z) = out7.s3;</div><div class="line"><a name="l00522"></a><span class="lineno"> 522</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 60 * dst_stride_z) = out7.s4;</div><div class="line"><a name="l00523"></a><span class="lineno"> 523</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 61 * dst_stride_z) = out7.s5;</div><div class="line"><a name="l00524"></a><span class="lineno"> 524</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 62 * dst_stride_z) = out7.s6;</div><div class="line"><a name="l00525"></a><span class="lineno"> 525</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 63 * dst_stride_z) = out7.s7;</div><div class="line"><a name="l00526"></a><span class="lineno"> 526</span> }</div><div class="line"><a name="l00527"></a><span class="lineno"> 527</span> <span class="preprocessor">#endif // defined(NUM_CHANNELS)</span></div><div class="line"><a name="l00528"></a><span class="lineno"> 528</span> </div><div class="line"><a name="l00529"></a><span class="lineno"> 529</span> <span class="preprocessor">#if defined(NUM_TILES_X) && defined(PAD_LEFT) && defined(PAD_TOP)</span></div><div class="line"><a name="l00530"></a><span class="lineno"> 530</span> </div><div class="line"><a name="l00552"></a><span class="lineno"> 552</span> __kernel <span class="keywordtype">void</span> winograd_input_transform_2x2_3x3_stepz1_nchw(</div><div class="line"><a name="l00553"></a><span class="lineno"> 553</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l00554"></a><span class="lineno"> 554</span>  <a class="code" href="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="l00555"></a><span class="lineno"> 555</span> {</div><div class="line"><a name="l00556"></a><span class="lineno"> 556</span>  <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l00557"></a><span class="lineno"> 557</span>  <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l00558"></a><span class="lineno"> 558</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l00559"></a><span class="lineno"> 559</span> </div><div class="line"><a name="l00560"></a><span class="lineno"> 560</span>  <span class="comment">// Compute input address</span></div><div class="line"><a name="l00561"></a><span class="lineno"> 561</span>  __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * 2 * src_stride_x + y * 2 * src_stride_y + z * src_stride_z;</div><div class="line"><a name="l00562"></a><span class="lineno"> 562</span> </div><div class="line"><a name="l00563"></a><span class="lineno"> 563</span>  src_addr = src_addr - ((int)PAD_LEFT * src_stride_x) - ((int)PAD_TOP * src_stride_y);</div><div class="line"><a name="l00564"></a><span class="lineno"> 564</span> </div><div class="line"><a name="l00565"></a><span class="lineno"> 565</span>  float4 in_row0 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00566"></a><span class="lineno"> 566</span>  float4 in_row1 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00567"></a><span class="lineno"> 567</span>  float4 in_row2 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00568"></a><span class="lineno"> 568</span>  float4 in_row3 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l00569"></a><span class="lineno"> 569</span> </div><div class="line"><a name="l00570"></a><span class="lineno"> 570</span>  float4 tmp0 = in_row0 - in_row2;</div><div class="line"><a name="l00571"></a><span class="lineno"> 571</span>  float4 tmp1 = in_row1 + in_row2;</div><div class="line"><a name="l00572"></a><span class="lineno"> 572</span>  float4 tmp2 = in_row2 - in_row1;</div><div class="line"><a name="l00573"></a><span class="lineno"> 573</span>  float4 tmp3 = in_row1 - in_row3;</div><div class="line"><a name="l00574"></a><span class="lineno"> 574</span> </div><div class="line"><a name="l00575"></a><span class="lineno"> 575</span>  <span class="keywordtype">float</span> out00 = tmp0.s0 - tmp0.s2;</div><div class="line"><a name="l00576"></a><span class="lineno"> 576</span>  <span class="keywordtype">float</span> out01 = tmp0.s1 + tmp0.s2;</div><div class="line"><a name="l00577"></a><span class="lineno"> 577</span>  <span class="keywordtype">float</span> out02 = tmp0.s2 - tmp0.s1;</div><div class="line"><a name="l00578"></a><span class="lineno"> 578</span>  <span class="keywordtype">float</span> out03 = tmp0.s1 - tmp0.s3;</div><div class="line"><a name="l00579"></a><span class="lineno"> 579</span> </div><div class="line"><a name="l00580"></a><span class="lineno"> 580</span>  <span class="keywordtype">float</span> out10 = tmp1.s0 - tmp1.s2;</div><div class="line"><a name="l00581"></a><span class="lineno"> 581</span>  <span class="keywordtype">float</span> out11 = tmp1.s1 + tmp1.s2;</div><div class="line"><a name="l00582"></a><span class="lineno"> 582</span>  <span class="keywordtype">float</span> out12 = tmp1.s2 - tmp1.s1;</div><div class="line"><a name="l00583"></a><span class="lineno"> 583</span>  <span class="keywordtype">float</span> out13 = tmp1.s1 - tmp1.s3;</div><div class="line"><a name="l00584"></a><span class="lineno"> 584</span> </div><div class="line"><a name="l00585"></a><span class="lineno"> 585</span>  <span class="keywordtype">float</span> out20 = tmp2.s0 - tmp2.s2;</div><div class="line"><a name="l00586"></a><span class="lineno"> 586</span>  <span class="keywordtype">float</span> out21 = tmp2.s1 + tmp2.s2;</div><div class="line"><a name="l00587"></a><span class="lineno"> 587</span>  <span class="keywordtype">float</span> out22 = tmp2.s2 - tmp2.s1;</div><div class="line"><a name="l00588"></a><span class="lineno"> 588</span>  <span class="keywordtype">float</span> out23 = tmp2.s1 - tmp2.s3;</div><div class="line"><a name="l00589"></a><span class="lineno"> 589</span> </div><div class="line"><a name="l00590"></a><span class="lineno"> 590</span>  <span class="keywordtype">float</span> out30 = tmp3.s0 - tmp3.s2;</div><div class="line"><a name="l00591"></a><span class="lineno"> 591</span>  <span class="keywordtype">float</span> out31 = tmp3.s1 + tmp3.s2;</div><div class="line"><a name="l00592"></a><span class="lineno"> 592</span>  <span class="keywordtype">float</span> out32 = tmp3.s2 - tmp3.s1;</div><div class="line"><a name="l00593"></a><span class="lineno"> 593</span>  <span class="keywordtype">float</span> out33 = tmp3.s1 - tmp3.s3;</div><div class="line"><a name="l00594"></a><span class="lineno"> 594</span> </div><div class="line"><a name="l00595"></a><span class="lineno"> 595</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + z * dst_stride_x + (x + y * (int)NUM_TILES_X) * dst_stride_y;</div><div class="line"><a name="l00596"></a><span class="lineno"> 596</span> </div><div class="line"><a name="l00597"></a><span class="lineno"> 597</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z)) = out00;</div><div class="line"><a name="l00598"></a><span class="lineno"> 598</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z)) = out01;</div><div class="line"><a name="l00599"></a><span class="lineno"> 599</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z)) = out02;</div><div class="line"><a name="l00600"></a><span class="lineno"> 600</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z)) = out03;</div><div class="line"><a name="l00601"></a><span class="lineno"> 601</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z)) = out10;</div><div class="line"><a name="l00602"></a><span class="lineno"> 602</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z)) = out11;</div><div class="line"><a name="l00603"></a><span class="lineno"> 603</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z)) = out12;</div><div class="line"><a name="l00604"></a><span class="lineno"> 604</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z)) = out13;</div><div class="line"><a name="l00605"></a><span class="lineno"> 605</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z)) = out20;</div><div class="line"><a name="l00606"></a><span class="lineno"> 606</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z)) = out21;</div><div class="line"><a name="l00607"></a><span class="lineno"> 607</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z)) = out22;</div><div class="line"><a name="l00608"></a><span class="lineno"> 608</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z)) = out23;</div><div class="line"><a name="l00609"></a><span class="lineno"> 609</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z)) = out30;</div><div class="line"><a name="l00610"></a><span class="lineno"> 610</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z)) = out31;</div><div class="line"><a name="l00611"></a><span class="lineno"> 611</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z)) = out32;</div><div class="line"><a name="l00612"></a><span class="lineno"> 612</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z)) = out33;</div><div class="line"><a name="l00613"></a><span class="lineno"> 613</span> }</div><div class="line"><a name="l00614"></a><span class="lineno"> 614</span> </div><div class="line"><a name="l00637"></a><span class="lineno"> 637</span> __kernel <span class="keywordtype">void</span> winograd_input_transform_2x2_3x3_stepz2_nchw(</div><div class="line"><a name="l00638"></a><span class="lineno"> 638</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l00639"></a><span class="lineno"> 639</span>  <a class="code" href="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="l00640"></a><span class="lineno"> 640</span> {</div><div class="line"><a name="l00641"></a><span class="lineno"> 641</span>  <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l00642"></a><span class="lineno"> 642</span>  <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l00643"></a><span class="lineno"> 643</span>  <span class="keywordtype">int</span> z = get_global_id(2) * 2;</div><div class="line"><a name="l00644"></a><span class="lineno"> 644</span> </div><div class="line"><a name="l00645"></a><span class="lineno"> 645</span>  <span class="comment">// Compute input address</span></div><div class="line"><a name="l00646"></a><span class="lineno"> 646</span>  __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * 2 * src_stride_x + y * 2 * src_stride_y + z * src_stride_z;</div><div class="line"><a name="l00647"></a><span class="lineno"> 647</span> </div><div class="line"><a name="l00648"></a><span class="lineno"> 648</span>  src_addr = src_addr - ((int)PAD_LEFT * src_stride_x) - ((int)PAD_TOP * src_stride_y);</div><div class="line"><a name="l00649"></a><span class="lineno"> 649</span> </div><div class="line"><a name="l00650"></a><span class="lineno"> 650</span>  float4 in_row0 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00651"></a><span class="lineno"> 651</span>  float4 in_row1 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00652"></a><span class="lineno"> 652</span>  float4 in_row2 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00653"></a><span class="lineno"> 653</span>  float4 in_row3 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l00654"></a><span class="lineno"> 654</span> </div><div class="line"><a name="l00655"></a><span class="lineno"> 655</span>  src_addr += src_stride_z;</div><div class="line"><a name="l00656"></a><span class="lineno"> 656</span>  float4 in_row4 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00657"></a><span class="lineno"> 657</span>  float4 in_row5 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00658"></a><span class="lineno"> 658</span>  float4 in_row6 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00659"></a><span class="lineno"> 659</span>  float4 in_row7 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l00660"></a><span class="lineno"> 660</span> </div><div class="line"><a name="l00661"></a><span class="lineno"> 661</span>  float4 tmp0 = in_row0 - in_row2;</div><div class="line"><a name="l00662"></a><span class="lineno"> 662</span>  float4 tmp1 = in_row1 + in_row2;</div><div class="line"><a name="l00663"></a><span class="lineno"> 663</span>  float4 tmp2 = in_row2 - in_row1;</div><div class="line"><a name="l00664"></a><span class="lineno"> 664</span>  float4 tmp3 = in_row1 - in_row3;</div><div class="line"><a name="l00665"></a><span class="lineno"> 665</span> </div><div class="line"><a name="l00666"></a><span class="lineno"> 666</span>  float4 tmp4 = in_row4 - in_row6;</div><div class="line"><a name="l00667"></a><span class="lineno"> 667</span>  float4 tmp5 = in_row5 + in_row6;</div><div class="line"><a name="l00668"></a><span class="lineno"> 668</span>  float4 tmp6 = in_row6 - in_row5;</div><div class="line"><a name="l00669"></a><span class="lineno"> 669</span>  float4 tmp7 = in_row5 - in_row7;</div><div class="line"><a name="l00670"></a><span class="lineno"> 670</span> </div><div class="line"><a name="l00671"></a><span class="lineno"> 671</span>  float2 out00 = (float2)(tmp0.s0 - tmp0.s2, tmp4.s0 - tmp4.s2);</div><div class="line"><a name="l00672"></a><span class="lineno"> 672</span>  float2 out01 = (float2)(tmp0.s1 + tmp0.s2, tmp4.s1 + tmp4.s2);</div><div class="line"><a name="l00673"></a><span class="lineno"> 673</span>  float2 out02 = (float2)(tmp0.s2 - tmp0.s1, tmp4.s2 - tmp4.s1);</div><div class="line"><a name="l00674"></a><span class="lineno"> 674</span>  float2 out03 = (float2)(tmp0.s1 - tmp0.s3, tmp4.s1 - tmp4.s3);</div><div class="line"><a name="l00675"></a><span class="lineno"> 675</span> </div><div class="line"><a name="l00676"></a><span class="lineno"> 676</span>  float2 out10 = (float2)(tmp1.s0 - tmp1.s2, tmp5.s0 - tmp5.s2);</div><div class="line"><a name="l00677"></a><span class="lineno"> 677</span>  float2 out11 = (float2)(tmp1.s1 + tmp1.s2, tmp5.s1 + tmp5.s2);</div><div class="line"><a name="l00678"></a><span class="lineno"> 678</span>  float2 out12 = (float2)(tmp1.s2 - tmp1.s1, tmp5.s2 - tmp5.s1);</div><div class="line"><a name="l00679"></a><span class="lineno"> 679</span>  float2 out13 = (float2)(tmp1.s1 - tmp1.s3, tmp5.s1 - tmp5.s3);</div><div class="line"><a name="l00680"></a><span class="lineno"> 680</span> </div><div class="line"><a name="l00681"></a><span class="lineno"> 681</span>  float2 out20 = (float2)(tmp2.s0 - tmp2.s2, tmp6.s0 - tmp6.s2);</div><div class="line"><a name="l00682"></a><span class="lineno"> 682</span>  float2 out21 = (float2)(tmp2.s1 + tmp2.s2, tmp6.s1 + tmp6.s2);</div><div class="line"><a name="l00683"></a><span class="lineno"> 683</span>  float2 out22 = (float2)(tmp2.s2 - tmp2.s1, tmp6.s2 - tmp6.s1);</div><div class="line"><a name="l00684"></a><span class="lineno"> 684</span>  float2 out23 = (float2)(tmp2.s1 - tmp2.s3, tmp6.s1 - tmp6.s3);</div><div class="line"><a name="l00685"></a><span class="lineno"> 685</span> </div><div class="line"><a name="l00686"></a><span class="lineno"> 686</span>  float2 out30 = (float2)(tmp3.s0 - tmp3.s2, tmp7.s0 - tmp7.s2);</div><div class="line"><a name="l00687"></a><span class="lineno"> 687</span>  float2 out31 = (float2)(tmp3.s1 + tmp3.s2, tmp7.s1 + tmp7.s2);</div><div class="line"><a name="l00688"></a><span class="lineno"> 688</span>  float2 out32 = (float2)(tmp3.s2 - tmp3.s1, tmp7.s2 - tmp7.s1);</div><div class="line"><a name="l00689"></a><span class="lineno"> 689</span>  float2 out33 = (float2)(tmp3.s1 - tmp3.s3, tmp7.s1 - tmp7.s3);</div><div class="line"><a name="l00690"></a><span class="lineno"> 690</span> </div><div class="line"><a name="l00691"></a><span class="lineno"> 691</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + z * dst_stride_x + (x + y * (int)NUM_TILES_X) * dst_stride_y;</div><div class="line"><a name="l00692"></a><span class="lineno"> 692</span> </div><div class="line"><a name="l00693"></a><span class="lineno"> 693</span>  vstore2(out00, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z));</div><div class="line"><a name="l00694"></a><span class="lineno"> 694</span>  vstore2(out01, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z));</div><div class="line"><a name="l00695"></a><span class="lineno"> 695</span>  vstore2(out02, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z));</div><div class="line"><a name="l00696"></a><span class="lineno"> 696</span>  vstore2(out03, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z));</div><div class="line"><a name="l00697"></a><span class="lineno"> 697</span>  vstore2(out10, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z));</div><div class="line"><a name="l00698"></a><span class="lineno"> 698</span>  vstore2(out11, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z));</div><div class="line"><a name="l00699"></a><span class="lineno"> 699</span>  vstore2(out12, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z));</div><div class="line"><a name="l00700"></a><span class="lineno"> 700</span>  vstore2(out13, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z));</div><div class="line"><a name="l00701"></a><span class="lineno"> 701</span>  vstore2(out20, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z));</div><div class="line"><a name="l00702"></a><span class="lineno"> 702</span>  vstore2(out21, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z));</div><div class="line"><a name="l00703"></a><span class="lineno"> 703</span>  vstore2(out22, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z));</div><div class="line"><a name="l00704"></a><span class="lineno"> 704</span>  vstore2(out23, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z));</div><div class="line"><a name="l00705"></a><span class="lineno"> 705</span>  vstore2(out30, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z));</div><div class="line"><a name="l00706"></a><span class="lineno"> 706</span>  vstore2(out31, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z));</div><div class="line"><a name="l00707"></a><span class="lineno"> 707</span>  vstore2(out32, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z));</div><div class="line"><a name="l00708"></a><span class="lineno"> 708</span>  vstore2(out33, 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z));</div><div class="line"><a name="l00709"></a><span class="lineno"> 709</span> }</div><div class="line"><a name="l00710"></a><span class="lineno"> 710</span> </div><div class="line"><a name="l00733"></a><span class="lineno"> 733</span> __kernel <span class="keywordtype">void</span> winograd_input_transform_4x4_3x3_stepz1_nchw(</div><div class="line"><a name="l00734"></a><span class="lineno"> 734</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l00735"></a><span class="lineno"> 735</span>  <a class="code" href="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="l00736"></a><span class="lineno"> 736</span> {</div><div class="line"><a name="l00737"></a><span class="lineno"> 737</span>  <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l00738"></a><span class="lineno"> 738</span>  <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l00739"></a><span class="lineno"> 739</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l00740"></a><span class="lineno"> 740</span> </div><div class="line"><a name="l00741"></a><span class="lineno"> 741</span>  <span class="comment">// Compute input address</span></div><div class="line"><a name="l00742"></a><span class="lineno"> 742</span>  __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * 4 * src_stride_x + y * 4 * src_stride_y + z * src_stride_z;</div><div class="line"><a name="l00743"></a><span class="lineno"> 743</span> </div><div class="line"><a name="l00744"></a><span class="lineno"> 744</span>  src_addr = src_addr - ((int)PAD_LEFT * src_stride_x) - ((int)PAD_TOP * src_stride_y);</div><div class="line"><a name="l00745"></a><span class="lineno"> 745</span> </div><div class="line"><a name="l00746"></a><span class="lineno"> 746</span>  <span class="comment">// Row4</span></div><div class="line"><a name="l00747"></a><span class="lineno"> 747</span>  float4 d40 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_y));</div><div class="line"><a name="l00748"></a><span class="lineno"> 748</span>  float2 d41 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_y));</div><div class="line"><a name="l00749"></a><span class="lineno"> 749</span> </div><div class="line"><a name="l00750"></a><span class="lineno"> 750</span>  <span class="keywordtype">float</span> k0 = d41.s0;</div><div class="line"><a name="l00751"></a><span class="lineno"> 751</span>  <span class="keywordtype">float</span> k1 = d41.s0;</div><div class="line"><a name="l00752"></a><span class="lineno"> 752</span>  <span class="keywordtype">float</span> k2 = d41.s0;</div><div class="line"><a name="l00753"></a><span class="lineno"> 753</span>  <span class="keywordtype">float</span> k3 = d41.s0;</div><div class="line"><a name="l00754"></a><span class="lineno"> 754</span>  <span class="keywordtype">float</span> k4 = d41.s0;</div><div class="line"><a name="l00755"></a><span class="lineno"> 755</span>  <span class="keywordtype">float</span> k5 = 0.0f;</div><div class="line"><a name="l00756"></a><span class="lineno"> 756</span> </div><div class="line"><a name="l00757"></a><span class="lineno"> 757</span>  k0 += 4.0f * d40.s0 - 5.0f * d40.s2;</div><div class="line"><a name="l00758"></a><span class="lineno"> 758</span>  k1 += -4.0f * d40.s1 - 4.0f * d40.s2 + d40.s3;</div><div class="line"><a name="l00759"></a><span class="lineno"> 759</span>  k2 += 4.0f * d40.s1 - 4.0f * d40.s2 - d40.s3;</div><div class="line"><a name="l00760"></a><span class="lineno"> 760</span>  k3 += -2.0f * d40.s1 + 2.0f * d40.s3 - d40.s2;</div><div class="line"><a name="l00761"></a><span class="lineno"> 761</span>  k4 += 2.0f * d40.s1 - 2.0f * d40.s3 - d40.s2;</div><div class="line"><a name="l00762"></a><span class="lineno"> 762</span>  k5 += 4.0f * d40.s1 - 5.0f * d40.s3 + d41.s1;</div><div class="line"><a name="l00763"></a><span class="lineno"> 763</span> </div><div class="line"><a name="l00764"></a><span class="lineno"> 764</span>  <span class="comment">// Row0</span></div><div class="line"><a name="l00765"></a><span class="lineno"> 765</span>  float4 d00 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00766"></a><span class="lineno"> 766</span>  float2 d01 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l00767"></a><span class="lineno"> 767</span> </div><div class="line"><a name="l00768"></a><span class="lineno"> 768</span>  <span class="comment">// Row2</span></div><div class="line"><a name="l00769"></a><span class="lineno"> 769</span>  float4 d20 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00770"></a><span class="lineno"> 770</span>  float2 d21 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l00771"></a><span class="lineno"> 771</span> </div><div class="line"><a name="l00772"></a><span class="lineno"> 772</span>  <span class="comment">// Compute destination address</span></div><div class="line"><a name="l00773"></a><span class="lineno"> 773</span>  __global <span class="keywordtype">float</span> *dst_addr = (__global <span class="keywordtype">float</span> *)(dst_ptr + dst_offset_first_element_in_bytes + z * dst_stride_x + (x + y * (<span class="keywordtype">int</span>)NUM_TILES_X) * dst_stride_y);</div><div class="line"><a name="l00774"></a><span class="lineno"> 774</span> </div><div class="line"><a name="l00775"></a><span class="lineno"> 775</span>  uint dst_plane_stride = dst_stride_z / <span class="keyword">sizeof</span>(float);</div><div class="line"><a name="l00776"></a><span class="lineno"> 776</span> </div><div class="line"><a name="l00777"></a><span class="lineno"> 777</span>  <span class="keywordtype">float</span> out0 = k0;</div><div class="line"><a name="l00778"></a><span class="lineno"> 778</span>  <span class="keywordtype">float</span> out1 = k1;</div><div class="line"><a name="l00779"></a><span class="lineno"> 779</span>  <span class="keywordtype">float</span> out2 = k2;</div><div class="line"><a name="l00780"></a><span class="lineno"> 780</span>  <span class="keywordtype">float</span> out3 = k3;</div><div class="line"><a name="l00781"></a><span class="lineno"> 781</span>  <span class="keywordtype">float</span> out4 = k4;</div><div class="line"><a name="l00782"></a><span class="lineno"> 782</span>  <span class="keywordtype">float</span> out5 = k5;</div><div class="line"><a name="l00783"></a><span class="lineno"> 783</span>  <span class="keywordtype">float</span> out6 = k0;</div><div class="line"><a name="l00784"></a><span class="lineno"> 784</span>  <span class="keywordtype">float</span> out7 = k1;</div><div class="line"><a name="l00785"></a><span class="lineno"> 785</span>  <span class="keywordtype">float</span> out8 = k2;</div><div class="line"><a name="l00786"></a><span class="lineno"> 786</span>  <span class="keywordtype">float</span> out9 = k3;</div><div class="line"><a name="l00787"></a><span class="lineno"> 787</span>  <span class="keywordtype">float</span> out10 = k4;</div><div class="line"><a name="l00788"></a><span class="lineno"> 788</span>  <span class="keywordtype">float</span> out11 = k5;</div><div class="line"><a name="l00789"></a><span class="lineno"> 789</span>  <span class="keywordtype">float</span> out12 = k0;</div><div class="line"><a name="l00790"></a><span class="lineno"> 790</span>  <span class="keywordtype">float</span> out13 = k1;</div><div class="line"><a name="l00791"></a><span class="lineno"> 791</span>  <span class="keywordtype">float</span> out14 = k2;</div><div class="line"><a name="l00792"></a><span class="lineno"> 792</span>  <span class="keywordtype">float</span> out15 = k3;</div><div class="line"><a name="l00793"></a><span class="lineno"> 793</span>  <span class="keywordtype">float</span> out16 = k4;</div><div class="line"><a name="l00794"></a><span class="lineno"> 794</span>  <span class="keywordtype">float</span> out17 = k5;</div><div class="line"><a name="l00795"></a><span class="lineno"> 795</span>  <span class="keywordtype">float</span> out18 = k0;</div><div class="line"><a name="l00796"></a><span class="lineno"> 796</span>  <span class="keywordtype">float</span> out19 = k1;</div><div class="line"><a name="l00797"></a><span class="lineno"> 797</span>  <span class="keywordtype">float</span> out20 = k2;</div><div class="line"><a name="l00798"></a><span class="lineno"> 798</span>  <span class="keywordtype">float</span> out21 = k3;</div><div class="line"><a name="l00799"></a><span class="lineno"> 799</span>  <span class="keywordtype">float</span> out22 = k4;</div><div class="line"><a name="l00800"></a><span class="lineno"> 800</span>  <span class="keywordtype">float</span> out23 = k5;</div><div class="line"><a name="l00801"></a><span class="lineno"> 801</span>  <span class="keywordtype">float</span> out24 = k0;</div><div class="line"><a name="l00802"></a><span class="lineno"> 802</span>  <span class="keywordtype">float</span> out25 = k1;</div><div class="line"><a name="l00803"></a><span class="lineno"> 803</span>  <span class="keywordtype">float</span> out26 = k2;</div><div class="line"><a name="l00804"></a><span class="lineno"> 804</span>  <span class="keywordtype">float</span> out27 = k3;</div><div class="line"><a name="l00805"></a><span class="lineno"> 805</span>  <span class="keywordtype">float</span> out28 = k4;</div><div class="line"><a name="l00806"></a><span class="lineno"> 806</span>  <span class="keywordtype">float</span> out29 = k5;</div><div class="line"><a name="l00807"></a><span class="lineno"> 807</span> </div><div class="line"><a name="l00808"></a><span class="lineno"> 808</span>  <span class="comment">// Channels [0, 5]: [out00, out01, out02, out03, out04, out05]</span></div><div class="line"><a name="l00809"></a><span class="lineno"> 809</span>  out0 += 16.0f * d00.s0 - 20.0f * d00.s2 - 20.0f * d20.s0 + 25.0f * d20.s2 + 4.0f * d01.s0 - 5.0f * d21.s0;</div><div class="line"><a name="l00810"></a><span class="lineno"> 810</span>  out1 += -16.0f * d00.s1 - 16.0f * d00.s2 + 4.0f * d00.s3 + 20.0f * d20.s1 + 20.0f * d20.s2 - 5.0f * d20.s3 + 4.0f * d01.s0 - 5.0f * d21.s0;</div><div class="line"><a name="l00811"></a><span class="lineno"> 811</span>  out2 += 16.0f * d00.s1 - 16.0f * d00.s2 - 4.0f * d00.s3 - 20.0f * d20.s1 + 20.0f * d20.s2 + 5.0f * d20.s3 + 4.0f * d01.s0 - 5.0f * d21.s0;</div><div class="line"><a name="l00812"></a><span class="lineno"> 812</span>  out3 += -8.0f * d00.s1 - 4.0f * d00.s2 + 8.0f * d00.s3 + 10.0f * d20.s1 + 5.0f * d20.s2 - 10.0f * d20.s3 + 4.0f * d01.s0 - 5.0f * d21.s0;</div><div class="line"><a name="l00813"></a><span class="lineno"> 813</span>  out4 += 8.0f * d00.s1 - 4.0f * d00.s2 - 8.0f * d00.s3 - 10.0f * d20.s1 + 5.0f * d20.s2 + 10.0f * d20.s3 + 4.0f * d01.s0 - 5.0f * d21.s0;</div><div class="line"><a name="l00814"></a><span class="lineno"> 814</span>  out5 += 16.0f * d00.s1 - 20.0f * d00.s3 - 20.0f * d20.s1 + 4.0f * d01.s1 + 25.0f * d20.s3 - 5.0f * d21.s1;</div><div class="line"><a name="l00815"></a><span class="lineno"> 815</span> </div><div class="line"><a name="l00816"></a><span class="lineno"> 816</span>  *(dst_addr) = out0;</div><div class="line"><a name="l00817"></a><span class="lineno"> 817</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00818"></a><span class="lineno"> 818</span>  *(dst_addr) = out1;</div><div class="line"><a name="l00819"></a><span class="lineno"> 819</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00820"></a><span class="lineno"> 820</span>  *(dst_addr) = out2;</div><div class="line"><a name="l00821"></a><span class="lineno"> 821</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00822"></a><span class="lineno"> 822</span>  *(dst_addr) = out3;</div><div class="line"><a name="l00823"></a><span class="lineno"> 823</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00824"></a><span class="lineno"> 824</span>  *(dst_addr) = out4;</div><div class="line"><a name="l00825"></a><span class="lineno"> 825</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00826"></a><span class="lineno"> 826</span>  *(dst_addr) = out5;</div><div class="line"><a name="l00827"></a><span class="lineno"> 827</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00828"></a><span class="lineno"> 828</span> </div><div class="line"><a name="l00829"></a><span class="lineno"> 829</span>  <span class="comment">// Row1</span></div><div class="line"><a name="l00830"></a><span class="lineno"> 830</span>  float4 d10 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00831"></a><span class="lineno"> 831</span>  float2 d11 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l00832"></a><span class="lineno"> 832</span> </div><div class="line"><a name="l00833"></a><span class="lineno"> 833</span>  <span class="comment">// Row3</span></div><div class="line"><a name="l00834"></a><span class="lineno"> 834</span>  float4 d30 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l00835"></a><span class="lineno"> 835</span>  float2 d31 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l00836"></a><span class="lineno"> 836</span> </div><div class="line"><a name="l00837"></a><span class="lineno"> 837</span>  <span class="comment">// Compute common parts for the channels between [6, 29]</span></div><div class="line"><a name="l00838"></a><span class="lineno"> 838</span>  <span class="comment">// Channels [6, 11]: [out10, out11, out12, out13, out14, out15]</span></div><div class="line"><a name="l00839"></a><span class="lineno"> 839</span>  <span class="comment">// Channels [12, 17]: [out20, out21, out22, out23, out24, out25]</span></div><div class="line"><a name="l00840"></a><span class="lineno"> 840</span>  <span class="keywordtype">float</span> part0 = -16.0f * d20.s0 + 20.0f * d20.s2 - 4.0f * d21.s0;</div><div class="line"><a name="l00841"></a><span class="lineno"> 841</span>  <span class="keywordtype">float</span> part1 = 16.0f * d10.s0 - 20.0f * d10.s2 + 4.0f * d11.s0 - 4.0f * d30.s0 + 5.0f * d30.s2 - d31.s0;</div><div class="line"><a name="l00842"></a><span class="lineno"> 842</span>  <span class="keywordtype">float</span> part2 = 16.0f * d20.s2 - 4.0f * d21.s0;</div><div class="line"><a name="l00843"></a><span class="lineno"> 843</span>  <span class="keywordtype">float</span> part3 = 16.0f * d20.s1 - 4.0f * d20.s3;</div><div class="line"><a name="l00844"></a><span class="lineno"> 844</span>  <span class="keywordtype">float</span> part4 = 16.0f * d10.s2 - 4.0f * d11.s0 - 4.0f * d30.s2 + d31.s0;</div><div class="line"><a name="l00845"></a><span class="lineno"> 845</span>  <span class="keywordtype">float</span> part5 = 16.0f * d10.s1 - 4.0f * d10.s3 - 4.0f * d30.s1 + d30.s3;</div><div class="line"><a name="l00846"></a><span class="lineno"> 846</span>  <span class="keywordtype">float</span> part6 = 4.0f * d20.s2 - 4.0f * d21.s0;</div><div class="line"><a name="l00847"></a><span class="lineno"> 847</span>  <span class="keywordtype">float</span> part7 = 8.0f * d10.s1 - 8.0f * d10.s3 - 2.0f * d30.s1 + 2.0f * d30.s3;</div><div class="line"><a name="l00848"></a><span class="lineno"> 848</span>  <span class="keywordtype">float</span> part8 = 4.0f * d10.s2 - 4.0f * d11.s0 - d30.s2 + d31.s0;</div><div class="line"><a name="l00849"></a><span class="lineno"> 849</span>  <span class="keywordtype">float</span> part9 = 8.0f * d20.s1 - 8.0f * d20.s3;</div><div class="line"><a name="l00850"></a><span class="lineno"> 850</span>  <span class="keywordtype">float</span> part10 = -16.0f * d20.s1 + 20.0f * d20.s3 - 4.0f * d21.s1;</div><div class="line"><a name="l00851"></a><span class="lineno"> 851</span>  <span class="keywordtype">float</span> part11 = -16.0f * d10.s1 + 20.0f * d10.s3 - 4.0f * d11.s1 + 4.0f * d30.s1 - 5.0f * d30.s3 + d31.s1;</div><div class="line"><a name="l00852"></a><span class="lineno"> 852</span> </div><div class="line"><a name="l00853"></a><span class="lineno"> 853</span>  <span class="comment">// Channels [18, 23]: [out30, out31, out32, out33, out34, out35]</span></div><div class="line"><a name="l00854"></a><span class="lineno"> 854</span>  <span class="comment">// Channels [24, 29]: [out40, out41, out42, out43, out44, out45]</span></div><div class="line"><a name="l00855"></a><span class="lineno"> 855</span>  <span class="keywordtype">float</span> part12 = 8.0f * d10.s0 - 10.0f * d10.s2 + 2.0f * d11.s0 - 8.0f * d30.s0 + 10.0f * d30.s2 - 2.0f * d31.s0;</div><div class="line"><a name="l00856"></a><span class="lineno"> 856</span>  <span class="keywordtype">float</span> part13 = part0 * 0.25f; <span class="comment">// -4.0f * d20.s0 + 5.0f * d20.s2 - d21.s0</span></div><div class="line"><a name="l00857"></a><span class="lineno"> 857</span>  <span class="keywordtype">float</span> part14 = part2 * 0.25f; <span class="comment">// 4.0f * d20.s2 - d21.s0</span></div><div class="line"><a name="l00858"></a><span class="lineno"> 858</span>  <span class="keywordtype">float</span> part15 = 8.0f * d10.s1 - 2.0f * d10.s3 - 8.0f * d30.s1 + 2.0f * d30.s3;</div><div class="line"><a name="l00859"></a><span class="lineno"> 859</span>  <span class="keywordtype">float</span> part16 = 8.0f * d10.s2 - 2.0f * d11.s0 - 8.0f * d30.s2 + 2.0f * d31.s0;</div><div class="line"><a name="l00860"></a><span class="lineno"> 860</span>  <span class="keywordtype">float</span> part17 = part3 * 0.25f; <span class="comment">// 4.0f * d20.s1 - d20.s3</span></div><div class="line"><a name="l00861"></a><span class="lineno"> 861</span>  <span class="keywordtype">float</span> part18 = part6 * 0.25f; <span class="comment">// d20.s2 - d21.s0</span></div><div class="line"><a name="l00862"></a><span class="lineno"> 862</span>  <span class="keywordtype">float</span> part19 = 4.0f * d10.s1 - 4.0f * d10.s3 - 4.0f * d30.s1 + 4.0f * d30.s3;</div><div class="line"><a name="l00863"></a><span class="lineno"> 863</span>  <span class="keywordtype">float</span> part20 = 2.0f * d10.s2 - 2.0f * d11.s0 - 2.0f * d30.s2 + 2.0f * d31.s0;</div><div class="line"><a name="l00864"></a><span class="lineno"> 864</span>  <span class="keywordtype">float</span> part21 = part9 * 0.25f; <span class="comment">// 2.0f * (d20.s1 - d20.s3)</span></div><div class="line"><a name="l00865"></a><span class="lineno"> 865</span>  <span class="keywordtype">float</span> part22 = part10 * 0.25f; <span class="comment">// - 4.0f * d20.s1 + 5.0f * d20.s3 - d21.s1</span></div><div class="line"><a name="l00866"></a><span class="lineno"> 866</span>  <span class="keywordtype">float</span> part23 = part11 * 0.5f + 6.0f * d30.s1 - 7.5f * d30.s3 + 1.5f * d31.s1; <span class="comment">// - 8.0f * d10.s1 + 10.0f * d10.s3 - 2.0f * d11.s1 + 8.0f * d30.s1 - 10.0f * d30.s3 + 2.0f * d31.s1;</span></div><div class="line"><a name="l00867"></a><span class="lineno"> 867</span> </div><div class="line"><a name="l00868"></a><span class="lineno"> 868</span>  out6 += part0 - part1;</div><div class="line"><a name="l00869"></a><span class="lineno"> 869</span>  out12 += part0 + part1;</div><div class="line"><a name="l00870"></a><span class="lineno"> 870</span>  out7 += part2 + part3 + part4 + part5;</div><div class="line"><a name="l00871"></a><span class="lineno"> 871</span>  out8 += part2 - part3 + part4 - part5;</div><div class="line"><a name="l00872"></a><span class="lineno"> 872</span>  out13 += part2 + part3 - part4 - part5;</div><div class="line"><a name="l00873"></a><span class="lineno"> 873</span>  out14 += part2 - part3 - part4 + part5;</div><div class="line"><a name="l00874"></a><span class="lineno"> 874</span>  out9 += part6 + part7 + part8 + part9;</div><div class="line"><a name="l00875"></a><span class="lineno"> 875</span>  out10 += part6 - part7 + part8 - part9;</div><div class="line"><a name="l00876"></a><span class="lineno"> 876</span>  out15 += part6 - part7 - part8 + part9;</div><div class="line"><a name="l00877"></a><span class="lineno"> 877</span>  out16 += part6 + part7 - part8 - part9;</div><div class="line"><a name="l00878"></a><span class="lineno"> 878</span>  out11 += part10 + part11;</div><div class="line"><a name="l00879"></a><span class="lineno"> 879</span>  out17 += part10 - part11;</div><div class="line"><a name="l00880"></a><span class="lineno"> 880</span> </div><div class="line"><a name="l00881"></a><span class="lineno"> 881</span>  out18 += part13 - part12;</div><div class="line"><a name="l00882"></a><span class="lineno"> 882</span>  out24 += part13 + part12;</div><div class="line"><a name="l00883"></a><span class="lineno"> 883</span>  out19 += part14 + part15 + part16 + part17;</div><div class="line"><a name="l00884"></a><span class="lineno"> 884</span>  out20 += part14 - part15 + part16 - part17;</div><div class="line"><a name="l00885"></a><span class="lineno"> 885</span>  out25 += part14 - part15 - part16 + part17;</div><div class="line"><a name="l00886"></a><span class="lineno"> 886</span>  out26 += part14 + part15 - part16 - part17;</div><div class="line"><a name="l00887"></a><span class="lineno"> 887</span>  out21 += part18 + part19 + part20 + part21;</div><div class="line"><a name="l00888"></a><span class="lineno"> 888</span>  out22 += part18 - part19 + part20 - part21;</div><div class="line"><a name="l00889"></a><span class="lineno"> 889</span>  out27 += part18 - part19 - part20 + part21;</div><div class="line"><a name="l00890"></a><span class="lineno"> 890</span>  out28 += part18 + part19 - part20 - part21;</div><div class="line"><a name="l00891"></a><span class="lineno"> 891</span>  out23 += part22 + part23;</div><div class="line"><a name="l00892"></a><span class="lineno"> 892</span>  out29 += part22 - part23;</div><div class="line"><a name="l00893"></a><span class="lineno"> 893</span> </div><div class="line"><a name="l00894"></a><span class="lineno"> 894</span>  *(dst_addr) = out6;</div><div class="line"><a name="l00895"></a><span class="lineno"> 895</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00896"></a><span class="lineno"> 896</span>  *(dst_addr) = out7;</div><div class="line"><a name="l00897"></a><span class="lineno"> 897</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00898"></a><span class="lineno"> 898</span>  *(dst_addr) = out8;</div><div class="line"><a name="l00899"></a><span class="lineno"> 899</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00900"></a><span class="lineno"> 900</span>  *(dst_addr) = out9;</div><div class="line"><a name="l00901"></a><span class="lineno"> 901</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00902"></a><span class="lineno"> 902</span>  *(dst_addr) = out10;</div><div class="line"><a name="l00903"></a><span class="lineno"> 903</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00904"></a><span class="lineno"> 904</span>  *(dst_addr) = out11;</div><div class="line"><a name="l00905"></a><span class="lineno"> 905</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00906"></a><span class="lineno"> 906</span>  *(dst_addr) = out12;</div><div class="line"><a name="l00907"></a><span class="lineno"> 907</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00908"></a><span class="lineno"> 908</span>  *(dst_addr) = out13;</div><div class="line"><a name="l00909"></a><span class="lineno"> 909</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00910"></a><span class="lineno"> 910</span>  *(dst_addr) = out14;</div><div class="line"><a name="l00911"></a><span class="lineno"> 911</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00912"></a><span class="lineno"> 912</span>  *(dst_addr) = out15;</div><div class="line"><a name="l00913"></a><span class="lineno"> 913</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00914"></a><span class="lineno"> 914</span>  *(dst_addr) = out16;</div><div class="line"><a name="l00915"></a><span class="lineno"> 915</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00916"></a><span class="lineno"> 916</span>  *(dst_addr) = out17;</div><div class="line"><a name="l00917"></a><span class="lineno"> 917</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00918"></a><span class="lineno"> 918</span> </div><div class="line"><a name="l00919"></a><span class="lineno"> 919</span>  *(dst_addr) = out18;</div><div class="line"><a name="l00920"></a><span class="lineno"> 920</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00921"></a><span class="lineno"> 921</span>  *(dst_addr) = out19;</div><div class="line"><a name="l00922"></a><span class="lineno"> 922</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00923"></a><span class="lineno"> 923</span>  *(dst_addr) = out20;</div><div class="line"><a name="l00924"></a><span class="lineno"> 924</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00925"></a><span class="lineno"> 925</span>  *(dst_addr) = out21;</div><div class="line"><a name="l00926"></a><span class="lineno"> 926</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00927"></a><span class="lineno"> 927</span>  *(dst_addr) = out22;</div><div class="line"><a name="l00928"></a><span class="lineno"> 928</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00929"></a><span class="lineno"> 929</span>  *(dst_addr) = out23;</div><div class="line"><a name="l00930"></a><span class="lineno"> 930</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00931"></a><span class="lineno"> 931</span>  *(dst_addr) = out24;</div><div class="line"><a name="l00932"></a><span class="lineno"> 932</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00933"></a><span class="lineno"> 933</span>  *(dst_addr) = out25;</div><div class="line"><a name="l00934"></a><span class="lineno"> 934</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00935"></a><span class="lineno"> 935</span>  *(dst_addr) = out26;</div><div class="line"><a name="l00936"></a><span class="lineno"> 936</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00937"></a><span class="lineno"> 937</span>  *(dst_addr) = out27;</div><div class="line"><a name="l00938"></a><span class="lineno"> 938</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00939"></a><span class="lineno"> 939</span>  *(dst_addr) = out28;</div><div class="line"><a name="l00940"></a><span class="lineno"> 940</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00941"></a><span class="lineno"> 941</span>  *(dst_addr) = out29;</div><div class="line"><a name="l00942"></a><span class="lineno"> 942</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00943"></a><span class="lineno"> 943</span> </div><div class="line"><a name="l00944"></a><span class="lineno"> 944</span>  <span class="comment">// Row5</span></div><div class="line"><a name="l00945"></a><span class="lineno"> 945</span>  float4 d50 = vload4(0, (__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_y));</div><div class="line"><a name="l00946"></a><span class="lineno"> 946</span>  float2 d51 = vload2(2, (__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_y));</div><div class="line"><a name="l00947"></a><span class="lineno"> 947</span> </div><div class="line"><a name="l00948"></a><span class="lineno"> 948</span>  <span class="comment">// Channels [30, 35]</span></div><div class="line"><a name="l00949"></a><span class="lineno"> 949</span>  out0 = 16.0f * d10.s0 - 20.0f * d10.s2 - 20.0f * d30.s0 + 25.0f * d30.s2 + 4.0f * d50.s0 - 5.0f * d50.s2 + d51.s0 + 4.0f * d11.s0 - 5.0f * d31.s0;</div><div class="line"><a name="l00950"></a><span class="lineno"> 950</span>  out1 = -16.0f * d10.s1 - 16.0f * d10.s2 + 4.0f * d10.s3 + 20.0f * d30.s1 + 20.0f * d30.s2 - 5.0f * d30.s3 - 4.0f * d50.s1 - 4.0f * d50.s2 + d50.s3 + d51.s0 + 4.0f * d11.s0 - 5.0f * d31.s0;</div><div class="line"><a name="l00951"></a><span class="lineno"> 951</span>  out2 = 16.0f * d10.s1 - 16.0f * d10.s2 - 4.0f * d10.s3 - 20.0f * d30.s1 + 20.0f * d30.s2 + 5.0f * d30.s3 + 4.0f * d50.s1 - 4.0f * d50.s2 - d50.s3 + d51.s0 + 4.0f * d11.s0 - 5.0f * d31.s0;</div><div class="line"><a name="l00952"></a><span class="lineno"> 952</span>  out3 = -8.0f * d10.s1 - 4.0f * d10.s2 + 8.0f * d10.s3 + 10.0f * d30.s1 - 10.0f * d30.s3 + 5.0f * d30.s2 - 2.0f * d50.s1 + 2.0f * d50.s3 - d50.s2 + d51.s0 + 4.0f * d11.s0 - 5.0f * d31.s0;</div><div class="line"><a name="l00953"></a><span class="lineno"> 953</span>  out4 = 8.0f * d10.s1 - 4.0f * d10.s2 - 8.0f * d10.s3 - 10.0f * d30.s1 + 5.0f * d30.s2 + 10.0f * d30.s3 + 2.0f * d50.s1 - 2.0f * d50.s3 - d50.s2 + d51.s0 + 4.0f * d11.s0 - 5.0f * d31.s0;</div><div class="line"><a name="l00954"></a><span class="lineno"> 954</span>  out5 = 16.0f * d10.s1 - 20.0f * d10.s3 + 4.0f * d11.s1 - 20.0f * d30.s1 + 25.0f * d30.s3 - 5.0f * d31.s1 + 4.0f * d50.s1 - 5.0f * d50.s3 + d51.s1;</div><div class="line"><a name="l00955"></a><span class="lineno"> 955</span> </div><div class="line"><a name="l00956"></a><span class="lineno"> 956</span>  *(dst_addr) = out0;</div><div class="line"><a name="l00957"></a><span class="lineno"> 957</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00958"></a><span class="lineno"> 958</span>  *(dst_addr) = out1;</div><div class="line"><a name="l00959"></a><span class="lineno"> 959</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00960"></a><span class="lineno"> 960</span>  *(dst_addr) = out2;</div><div class="line"><a name="l00961"></a><span class="lineno"> 961</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00962"></a><span class="lineno"> 962</span>  *(dst_addr) = out3;</div><div class="line"><a name="l00963"></a><span class="lineno"> 963</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00964"></a><span class="lineno"> 964</span>  *(dst_addr) = out4;</div><div class="line"><a name="l00965"></a><span class="lineno"> 965</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00966"></a><span class="lineno"> 966</span>  *(dst_addr) = out5;</div><div class="line"><a name="l00967"></a><span class="lineno"> 967</span>  dst_addr += dst_plane_stride;</div><div class="line"><a name="l00968"></a><span class="lineno"> 968</span> }</div><div class="line"><a name="l00969"></a><span class="lineno"> 969</span> </div><div class="line"><a name="l00970"></a><span class="lineno"> 970</span> <span class="preprocessor">#define OUTPUT_ROW_4x4_5x5(out, tmp, comm_fact) \</span></div><div class="line"><a name="l00971"></a><span class="lineno"> 971</span> <span class="preprocessor"> ({ \</span></div><div class="line"><a name="l00972"></a><span class="lineno"> 972</span> <span class="preprocessor"> comm_fact.s0 = tmp.s2 - 4.25f * tmp.s4 + tmp.s6; \</span></div><div class="line"><a name="l00973"></a><span class="lineno"> 973</span> <span class="preprocessor"> comm_fact.s1 = tmp.s1 - 4.25f * tmp.s3 + tmp.s5; \</span></div><div class="line"><a name="l00974"></a><span class="lineno"> 974</span> <span class="preprocessor"> comm_fact.s2 = 2.5f * tmp.s3; \</span></div><div class="line"><a name="l00975"></a><span class="lineno"> 975</span> <span class="preprocessor"> comm_fact.s3 = 0.5f * tmp.s1 + 2.f * tmp.s5 - comm_fact.s2; \</span></div><div class="line"><a name="l00976"></a><span class="lineno"> 976</span> <span class="preprocessor"> comm_fact.s4 = 0.25f * tmp.s2 - 1.25f * tmp.s4 + tmp.s6; \</span></div><div class="line"><a name="l00977"></a><span class="lineno"> 977</span> <span class="preprocessor"> comm_fact.s5 = 4.f * tmp.s2 + tmp.s6 - 5.f * tmp.s4; \</span></div><div class="line"><a name="l00978"></a><span class="lineno"> 978</span> <span class="preprocessor"> comm_fact.s6 = 2.f * tmp.s1 + 0.5f * tmp.s5 - comm_fact.s2; \</span></div><div class="line"><a name="l00979"></a><span class="lineno"> 979</span> <span class="preprocessor"> \</span></div><div class="line"><a name="l00980"></a><span class="lineno"> 980</span> <span class="preprocessor"> out.s0 = tmp.s0 - tmp.s6 + 5.25f * tmp.s4 - 5.25f * tmp.s2; \</span></div><div class="line"><a name="l00981"></a><span class="lineno"> 981</span> <span class="preprocessor"> out.s1 = comm_fact.s0 + comm_fact.s1; \</span></div><div class="line"><a name="l00982"></a><span class="lineno"> 982</span> <span class="preprocessor"> out.s2 = comm_fact.s0 - comm_fact.s1; \</span></div><div class="line"><a name="l00983"></a><span class="lineno"> 983</span> <span class="preprocessor"> out.s3 = comm_fact.s3 + comm_fact.s4; \</span></div><div class="line"><a name="l00984"></a><span class="lineno"> 984</span> <span class="preprocessor"> out.s4 = comm_fact.s4 - comm_fact.s3; \</span></div><div class="line"><a name="l00985"></a><span class="lineno"> 985</span> <span class="preprocessor"> out.s5 = comm_fact.s5 + comm_fact.s6; \</span></div><div class="line"><a name="l00986"></a><span class="lineno"> 986</span> <span class="preprocessor"> out.s6 = comm_fact.s5 - comm_fact.s6; \</span></div><div class="line"><a name="l00987"></a><span class="lineno"> 987</span> <span class="preprocessor"> out.s7 = tmp.s7 - tmp.s1 + 5.25f * tmp.s3 - 5.25f * tmp.s5; \</span></div><div class="line"><a name="l00988"></a><span class="lineno"> 988</span> <span class="preprocessor"> })</span></div><div class="line"><a name="l00989"></a><span class="lineno"> 989</span> </div><div class="line"><a name="l01012"></a><span class="lineno"> 1012</span> __kernel <span class="keywordtype">void</span> winograd_input_transform_4x4_5x5_stepz1_nchw(</div><div class="line"><a name="l01013"></a><span class="lineno"> 1013</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l01014"></a><span class="lineno"> 1014</span>  <a class="code" href="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="l01015"></a><span class="lineno"> 1015</span> {</div><div class="line"><a name="l01016"></a><span class="lineno"> 1016</span>  <span class="keywordtype">int</span> x = get_global_id(0);</div><div class="line"><a name="l01017"></a><span class="lineno"> 1017</span>  <span class="keywordtype">int</span> y = get_global_id(1);</div><div class="line"><a name="l01018"></a><span class="lineno"> 1018</span>  <span class="keywordtype">int</span> z = get_global_id(2);</div><div class="line"><a name="l01019"></a><span class="lineno"> 1019</span> </div><div class="line"><a name="l01020"></a><span class="lineno"> 1020</span>  <span class="comment">// Compute input address</span></div><div class="line"><a name="l01021"></a><span class="lineno"> 1021</span>  __global uchar *src_addr = src_ptr + src_offset_first_element_in_bytes + x * 4 * src_stride_x + y * 4 * src_stride_y + z * src_stride_z;</div><div class="line"><a name="l01022"></a><span class="lineno"> 1022</span> </div><div class="line"><a name="l01023"></a><span class="lineno"> 1023</span>  src_addr = src_addr - ((int)PAD_LEFT * src_stride_x) - ((int)PAD_TOP * src_stride_y);</div><div class="line"><a name="l01024"></a><span class="lineno"> 1024</span> </div><div class="line"><a name="l01025"></a><span class="lineno"> 1025</span>  <span class="comment">// Load 8x8 input tile</span></div><div class="line"><a name="l01026"></a><span class="lineno"> 1026</span>  <span class="keyword">const</span> float8 in_row0 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_y));</div><div class="line"><a name="l01027"></a><span class="lineno"> 1027</span>  <span class="keyword">const</span> float8 in_row1 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_y));</div><div class="line"><a name="l01028"></a><span class="lineno"> 1028</span>  <span class="keyword">const</span> float8 in_row2 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_y));</div><div class="line"><a name="l01029"></a><span class="lineno"> 1029</span>  <span class="keyword">const</span> float8 in_row3 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_y));</div><div class="line"><a name="l01030"></a><span class="lineno"> 1030</span>  <span class="keyword">const</span> float8 in_row4 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_y));</div><div class="line"><a name="l01031"></a><span class="lineno"> 1031</span>  <span class="keyword">const</span> float8 in_row5 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_y));</div><div class="line"><a name="l01032"></a><span class="lineno"> 1032</span>  <span class="keyword">const</span> float8 in_row6 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 6 * src_stride_y));</div><div class="line"><a name="l01033"></a><span class="lineno"> 1033</span>  <span class="keyword">const</span> float8 in_row7 = vload8(0, (__global <span class="keywordtype">float</span> *)(src_addr + 7 * src_stride_y));</div><div class="line"><a name="l01034"></a><span class="lineno"> 1034</span> </div><div class="line"><a name="l01035"></a><span class="lineno"> 1035</span>  <span class="comment">// Calculate common factors for intermediate tensor</span></div><div class="line"><a name="l01036"></a><span class="lineno"> 1036</span>  float8 comm_fact0 = in_row2 + in_row6 - 4.25f * in_row4;</div><div class="line"><a name="l01037"></a><span class="lineno"> 1037</span>  float8 comm_fact1 = in_row1 + in_row5 - 4.25f * in_row3;</div><div class="line"><a name="l01038"></a><span class="lineno"> 1038</span>  float8 comm_fact2 = 0.25f * in_row2 - 1.25f * in_row4 + in_row6;</div><div class="line"><a name="l01039"></a><span class="lineno"> 1039</span> </div><div class="line"><a name="l01040"></a><span class="lineno"> 1040</span>  <span class="comment">// Calculate intermediate tensor and reuse common factor vectors</span></div><div class="line"><a name="l01041"></a><span class="lineno"> 1041</span>  <span class="keyword">const</span> float8 tmp0 = in_row0 - in_row6 + 5.25f * in_row4 - 5.25f * in_row2;</div><div class="line"><a name="l01042"></a><span class="lineno"> 1042</span>  <span class="keyword">const</span> float8 tmp1 = comm_fact0 + comm_fact1;</div><div class="line"><a name="l01043"></a><span class="lineno"> 1043</span>  <span class="keyword">const</span> float8 tmp2 = comm_fact0 - comm_fact1;</div><div class="line"><a name="l01044"></a><span class="lineno"> 1044</span> </div><div class="line"><a name="l01045"></a><span class="lineno"> 1045</span>  comm_fact0 = 2.5f * in_row3;</div><div class="line"><a name="l01046"></a><span class="lineno"> 1046</span>  comm_fact1 = 0.5f * in_row1 - comm_fact0 + 2.f * in_row5;</div><div class="line"><a name="l01047"></a><span class="lineno"> 1047</span> </div><div class="line"><a name="l01048"></a><span class="lineno"> 1048</span>  <span class="keyword">const</span> float8 tmp3 = comm_fact1 + comm_fact2;</div><div class="line"><a name="l01049"></a><span class="lineno"> 1049</span>  <span class="keyword">const</span> float8 tmp4 = comm_fact2 - comm_fact1;</div><div class="line"><a name="l01050"></a><span class="lineno"> 1050</span> </div><div class="line"><a name="l01051"></a><span class="lineno"> 1051</span>  comm_fact1 = 2.f * in_row1 - comm_fact0 + 0.5f * in_row5;</div><div class="line"><a name="l01052"></a><span class="lineno"> 1052</span>  comm_fact2 = 4.f * in_row2 - 5.f * in_row4 + in_row6;</div><div class="line"><a name="l01053"></a><span class="lineno"> 1053</span> </div><div class="line"><a name="l01054"></a><span class="lineno"> 1054</span>  <span class="keyword">const</span> float8 tmp5 = comm_fact1 + comm_fact2;</div><div class="line"><a name="l01055"></a><span class="lineno"> 1055</span>  <span class="keyword">const</span> float8 tmp6 = comm_fact2 - comm_fact1;</div><div class="line"><a name="l01056"></a><span class="lineno"> 1056</span>  <span class="keyword">const</span> float8 tmp7 = in_row7 - in_row1 + 5.25f * in_row3 - 5.25f * in_row5;</div><div class="line"><a name="l01057"></a><span class="lineno"> 1057</span> </div><div class="line"><a name="l01058"></a><span class="lineno"> 1058</span>  <span class="comment">// Calculate output rows (reuse comm_fact0 vector)</span></div><div class="line"><a name="l01059"></a><span class="lineno"> 1059</span>  float8 out0, out1, out2, out3, out4, out5, out6, out7;</div><div class="line"><a name="l01060"></a><span class="lineno"> 1060</span> </div><div class="line"><a name="l01061"></a><span class="lineno"> 1061</span>  OUTPUT_ROW_4x4_5x5(out0, tmp0, comm_fact0);</div><div class="line"><a name="l01062"></a><span class="lineno"> 1062</span>  OUTPUT_ROW_4x4_5x5(out1, tmp1, comm_fact0);</div><div class="line"><a name="l01063"></a><span class="lineno"> 1063</span>  OUTPUT_ROW_4x4_5x5(out2, tmp2, comm_fact0);</div><div class="line"><a name="l01064"></a><span class="lineno"> 1064</span>  OUTPUT_ROW_4x4_5x5(out3, tmp3, comm_fact0);</div><div class="line"><a name="l01065"></a><span class="lineno"> 1065</span>  OUTPUT_ROW_4x4_5x5(out4, tmp4, comm_fact0);</div><div class="line"><a name="l01066"></a><span class="lineno"> 1066</span>  OUTPUT_ROW_4x4_5x5(out5, tmp5, comm_fact0);</div><div class="line"><a name="l01067"></a><span class="lineno"> 1067</span>  OUTPUT_ROW_4x4_5x5(out6, tmp6, comm_fact0);</div><div class="line"><a name="l01068"></a><span class="lineno"> 1068</span>  OUTPUT_ROW_4x4_5x5(out7, tmp7, comm_fact0);</div><div class="line"><a name="l01069"></a><span class="lineno"> 1069</span> </div><div class="line"><a name="l01070"></a><span class="lineno"> 1070</span>  <span class="comment">// Store values across the 64 channels</span></div><div class="line"><a name="l01071"></a><span class="lineno"> 1071</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + z * dst_stride_x + (x + y * (int)NUM_TILES_X) * dst_stride_y;</div><div class="line"><a name="l01072"></a><span class="lineno"> 1072</span> </div><div class="line"><a name="l01073"></a><span class="lineno"> 1073</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_z)) = out0.s0;</div><div class="line"><a name="l01074"></a><span class="lineno"> 1074</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_z)) = out0.s1;</div><div class="line"><a name="l01075"></a><span class="lineno"> 1075</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_z)) = out0.s2;</div><div class="line"><a name="l01076"></a><span class="lineno"> 1076</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_z)) = out0.s3;</div><div class="line"><a name="l01077"></a><span class="lineno"> 1077</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 4 * dst_stride_z)) = out0.s4;</div><div class="line"><a name="l01078"></a><span class="lineno"> 1078</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 5 * dst_stride_z)) = out0.s5;</div><div class="line"><a name="l01079"></a><span class="lineno"> 1079</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 6 * dst_stride_z)) = out0.s6;</div><div class="line"><a name="l01080"></a><span class="lineno"> 1080</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 7 * dst_stride_z)) = out0.s7;</div><div class="line"><a name="l01081"></a><span class="lineno"> 1081</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 8 * dst_stride_z)) = out1.s0;</div><div class="line"><a name="l01082"></a><span class="lineno"> 1082</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 9 * dst_stride_z)) = out1.s1;</div><div class="line"><a name="l01083"></a><span class="lineno"> 1083</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 10 * dst_stride_z)) = out1.s2;</div><div class="line"><a name="l01084"></a><span class="lineno"> 1084</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 11 * dst_stride_z)) = out1.s3;</div><div class="line"><a name="l01085"></a><span class="lineno"> 1085</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 12 * dst_stride_z)) = out1.s4;</div><div class="line"><a name="l01086"></a><span class="lineno"> 1086</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 13 * dst_stride_z)) = out1.s5;</div><div class="line"><a name="l01087"></a><span class="lineno"> 1087</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 14 * dst_stride_z)) = out1.s6;</div><div class="line"><a name="l01088"></a><span class="lineno"> 1088</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 15 * dst_stride_z)) = out1.s7;</div><div class="line"><a name="l01089"></a><span class="lineno"> 1089</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 16 * dst_stride_z)) = out2.s0;</div><div class="line"><a name="l01090"></a><span class="lineno"> 1090</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 17 * dst_stride_z)) = out2.s1;</div><div class="line"><a name="l01091"></a><span class="lineno"> 1091</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 18 * dst_stride_z)) = out2.s2;</div><div class="line"><a name="l01092"></a><span class="lineno"> 1092</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 19 * dst_stride_z)) = out2.s3;</div><div class="line"><a name="l01093"></a><span class="lineno"> 1093</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 20 * dst_stride_z)) = out2.s4;</div><div class="line"><a name="l01094"></a><span class="lineno"> 1094</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 21 * dst_stride_z)) = out2.s5;</div><div class="line"><a name="l01095"></a><span class="lineno"> 1095</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 22 * dst_stride_z)) = out2.s6;</div><div class="line"><a name="l01096"></a><span class="lineno"> 1096</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 23 * dst_stride_z)) = out2.s7;</div><div class="line"><a name="l01097"></a><span class="lineno"> 1097</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 24 * dst_stride_z)) = out3.s0;</div><div class="line"><a name="l01098"></a><span class="lineno"> 1098</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 25 * dst_stride_z)) = out3.s1;</div><div class="line"><a name="l01099"></a><span class="lineno"> 1099</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 26 * dst_stride_z)) = out3.s2;</div><div class="line"><a name="l01100"></a><span class="lineno"> 1100</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 27 * dst_stride_z)) = out3.s3;</div><div class="line"><a name="l01101"></a><span class="lineno"> 1101</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 28 * dst_stride_z)) = out3.s4;</div><div class="line"><a name="l01102"></a><span class="lineno"> 1102</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 29 * dst_stride_z)) = out3.s5;</div><div class="line"><a name="l01103"></a><span class="lineno"> 1103</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 30 * dst_stride_z)) = out3.s6;</div><div class="line"><a name="l01104"></a><span class="lineno"> 1104</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 31 * dst_stride_z)) = out3.s7;</div><div class="line"><a name="l01105"></a><span class="lineno"> 1105</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 32 * dst_stride_z)) = out4.s0;</div><div class="line"><a name="l01106"></a><span class="lineno"> 1106</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 33 * dst_stride_z)) = out4.s1;</div><div class="line"><a name="l01107"></a><span class="lineno"> 1107</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 34 * dst_stride_z)) = out4.s2;</div><div class="line"><a name="l01108"></a><span class="lineno"> 1108</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 35 * dst_stride_z)) = out4.s3;</div><div class="line"><a name="l01109"></a><span class="lineno"> 1109</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 36 * dst_stride_z)) = out4.s4;</div><div class="line"><a name="l01110"></a><span class="lineno"> 1110</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 37 * dst_stride_z)) = out4.s5;</div><div class="line"><a name="l01111"></a><span class="lineno"> 1111</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 38 * dst_stride_z)) = out4.s6;</div><div class="line"><a name="l01112"></a><span class="lineno"> 1112</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 39 * dst_stride_z)) = out4.s7;</div><div class="line"><a name="l01113"></a><span class="lineno"> 1113</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 40 * dst_stride_z)) = out5.s0;</div><div class="line"><a name="l01114"></a><span class="lineno"> 1114</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 41 * dst_stride_z)) = out5.s1;</div><div class="line"><a name="l01115"></a><span class="lineno"> 1115</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 42 * dst_stride_z)) = out5.s2;</div><div class="line"><a name="l01116"></a><span class="lineno"> 1116</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 43 * dst_stride_z)) = out5.s3;</div><div class="line"><a name="l01117"></a><span class="lineno"> 1117</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 44 * dst_stride_z)) = out5.s4;</div><div class="line"><a name="l01118"></a><span class="lineno"> 1118</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 45 * dst_stride_z)) = out5.s5;</div><div class="line"><a name="l01119"></a><span class="lineno"> 1119</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 46 * dst_stride_z)) = out5.s6;</div><div class="line"><a name="l01120"></a><span class="lineno"> 1120</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 47 * dst_stride_z)) = out5.s7;</div><div class="line"><a name="l01121"></a><span class="lineno"> 1121</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 48 * dst_stride_z)) = out6.s0;</div><div class="line"><a name="l01122"></a><span class="lineno"> 1122</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 49 * dst_stride_z)) = out6.s1;</div><div class="line"><a name="l01123"></a><span class="lineno"> 1123</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 50 * dst_stride_z)) = out6.s2;</div><div class="line"><a name="l01124"></a><span class="lineno"> 1124</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 51 * dst_stride_z)) = out6.s3;</div><div class="line"><a name="l01125"></a><span class="lineno"> 1125</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 52 * dst_stride_z)) = out6.s4;</div><div class="line"><a name="l01126"></a><span class="lineno"> 1126</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 53 * dst_stride_z)) = out6.s5;</div><div class="line"><a name="l01127"></a><span class="lineno"> 1127</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 54 * dst_stride_z)) = out6.s6;</div><div class="line"><a name="l01128"></a><span class="lineno"> 1128</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 55 * dst_stride_z)) = out6.s7;</div><div class="line"><a name="l01129"></a><span class="lineno"> 1129</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 56 * dst_stride_z)) = out7.s0;</div><div class="line"><a name="l01130"></a><span class="lineno"> 1130</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 57 * dst_stride_z)) = out7.s1;</div><div class="line"><a name="l01131"></a><span class="lineno"> 1131</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 58 * dst_stride_z)) = out7.s2;</div><div class="line"><a name="l01132"></a><span class="lineno"> 1132</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 59 * dst_stride_z)) = out7.s3;</div><div class="line"><a name="l01133"></a><span class="lineno"> 1133</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 60 * dst_stride_z)) = out7.s4;</div><div class="line"><a name="l01134"></a><span class="lineno"> 1134</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 61 * dst_stride_z)) = out7.s5;</div><div class="line"><a name="l01135"></a><span class="lineno"> 1135</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 62 * dst_stride_z)) = out7.s6;</div><div class="line"><a name="l01136"></a><span class="lineno"> 1136</span>  *((__global <span class="keywordtype">float</span> *)(dst_addr + 63 * dst_stride_z)) = out7.s7;</div><div class="line"><a name="l01137"></a><span class="lineno"> 1137</span> }</div><div class="line"><a name="l01138"></a><span class="lineno"> 1138</span> <span class="preprocessor">#endif // defined(NUM_TILES_X) && defined(PAD_LEFT) && defined(PAD_TOP)</span></div><div class="line"><a name="l01139"></a><span class="lineno"> 1139</span> </div><div class="line"><a name="l01140"></a><span class="lineno"> 1140</span> <span class="preprocessor">#if defined(NUM_TILES_X)</span></div><div class="line"><a name="l01141"></a><span class="lineno"> 1141</span> </div><div class="line"><a name="l01162"></a><span class="lineno"> 1162</span> __kernel <span class="keywordtype">void</span> winograd_output_transform_2x2_3x3_nchw(</div><div class="line"><a name="l01163"></a><span class="lineno"> 1163</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l01164"></a><span class="lineno"> 1164</span>  <a class="code" href="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="l01165"></a><span class="lineno"> 1165</span> #<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l01166"></a><span class="lineno"> 1166</span>  ,</div><div class="line"><a name="l01167"></a><span class="lineno"> 1167</span>  <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(bias)</div><div class="line"><a name="l01168"></a><span class="lineno"> 1168</span> #endif <span class="comment">// defined(HAS_BIAS)</span></div><div class="line"><a name="l01169"></a><span class="lineno"> 1169</span> )</div><div class="line"><a name="l01170"></a><span class="lineno"> 1170</span> {</div><div class="line"><a name="l01171"></a><span class="lineno"> 1171</span>  <span class="comment">// Each thread stores a 2x2 tile</span></div><div class="line"><a name="l01172"></a><span class="lineno"> 1172</span>  <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> src = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(src);</div><div class="line"><a name="l01173"></a><span class="lineno"> 1173</span> </div><div class="line"><a name="l01174"></a><span class="lineno"> 1174</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&src, 0, 0, 0);</div><div class="line"><a name="l01175"></a><span class="lineno"> 1175</span> </div><div class="line"><a name="l01176"></a><span class="lineno"> 1176</span>  <span class="comment">// Load the values across the 16 channels to compose the 4x4 tile</span></div><div class="line"><a name="l01177"></a><span class="lineno"> 1177</span>  <span class="keywordtype">float</span> d00 = *((__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_z));</div><div class="line"><a name="l01178"></a><span class="lineno"> 1178</span>  <span class="keywordtype">float</span> d01 = *((__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_z));</div><div class="line"><a name="l01179"></a><span class="lineno"> 1179</span>  <span class="keywordtype">float</span> d02 = *((__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_z));</div><div class="line"><a name="l01180"></a><span class="lineno"> 1180</span>  <span class="keywordtype">float</span> d03 = *((__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_z));</div><div class="line"><a name="l01181"></a><span class="lineno"> 1181</span> </div><div class="line"><a name="l01182"></a><span class="lineno"> 1182</span>  <span class="keywordtype">float</span> d10 = *((__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_z));</div><div class="line"><a name="l01183"></a><span class="lineno"> 1183</span>  <span class="keywordtype">float</span> d11 = *((__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_z));</div><div class="line"><a name="l01184"></a><span class="lineno"> 1184</span>  <span class="keywordtype">float</span> d12 = *((__global <span class="keywordtype">float</span> *)(src_addr + 6 * src_stride_z));</div><div class="line"><a name="l01185"></a><span class="lineno"> 1185</span>  <span class="keywordtype">float</span> d13 = *((__global <span class="keywordtype">float</span> *)(src_addr + 7 * src_stride_z));</div><div class="line"><a name="l01186"></a><span class="lineno"> 1186</span> </div><div class="line"><a name="l01187"></a><span class="lineno"> 1187</span>  <span class="keywordtype">float</span> d20 = *((__global <span class="keywordtype">float</span> *)(src_addr + 8 * src_stride_z));</div><div class="line"><a name="l01188"></a><span class="lineno"> 1188</span>  <span class="keywordtype">float</span> d21 = *((__global <span class="keywordtype">float</span> *)(src_addr + 9 * src_stride_z));</div><div class="line"><a name="l01189"></a><span class="lineno"> 1189</span>  <span class="keywordtype">float</span> d22 = *((__global <span class="keywordtype">float</span> *)(src_addr + 10 * src_stride_z));</div><div class="line"><a name="l01190"></a><span class="lineno"> 1190</span>  <span class="keywordtype">float</span> d23 = *((__global <span class="keywordtype">float</span> *)(src_addr + 11 * src_stride_z));</div><div class="line"><a name="l01191"></a><span class="lineno"> 1191</span> </div><div class="line"><a name="l01192"></a><span class="lineno"> 1192</span>  <span class="keywordtype">float</span> d30 = *((__global <span class="keywordtype">float</span> *)(src_addr + 12 * src_stride_z));</div><div class="line"><a name="l01193"></a><span class="lineno"> 1193</span>  <span class="keywordtype">float</span> d31 = *((__global <span class="keywordtype">float</span> *)(src_addr + 13 * src_stride_z));</div><div class="line"><a name="l01194"></a><span class="lineno"> 1194</span>  <span class="keywordtype">float</span> d32 = *((__global <span class="keywordtype">float</span> *)(src_addr + 14 * src_stride_z));</div><div class="line"><a name="l01195"></a><span class="lineno"> 1195</span>  <span class="keywordtype">float</span> d33 = *((__global <span class="keywordtype">float</span> *)(src_addr + 15 * src_stride_z));</div><div class="line"><a name="l01196"></a><span class="lineno"> 1196</span> </div><div class="line"><a name="l01197"></a><span class="lineno"> 1197</span>  <span class="comment">// Compute the 2x2 output tile</span></div><div class="line"><a name="l01198"></a><span class="lineno"> 1198</span>  <span class="keywordtype">float</span> k0 = d01 + d11 + d21;</div><div class="line"><a name="l01199"></a><span class="lineno"> 1199</span>  <span class="keywordtype">float</span> k1 = d02 + d12 + d22;</div><div class="line"><a name="l01200"></a><span class="lineno"> 1200</span>  <span class="keywordtype">float</span> k2 = d11 - d21 - d31;</div><div class="line"><a name="l01201"></a><span class="lineno"> 1201</span>  <span class="keywordtype">float</span> k3 = d12 - d22 - d32;</div><div class="line"><a name="l01202"></a><span class="lineno"> 1202</span> </div><div class="line"><a name="l01203"></a><span class="lineno"> 1203</span>  <span class="comment">// out00 = d00 + d10 + d20 + d01 + d11 + d21 + d02 + d12 + d22</span></div><div class="line"><a name="l01204"></a><span class="lineno"> 1204</span>  <span class="comment">// out01 = d01 + d11 + d21 - (d02 + d12 + d22) - (d03 + d13 + d23)</span></div><div class="line"><a name="l01205"></a><span class="lineno"> 1205</span>  <span class="comment">// out10 = d10 - d20 - d30 + (d11 - d21 - d31) + (d12 - d22 - d32)</span></div><div class="line"><a name="l01206"></a><span class="lineno"> 1206</span>  <span class="comment">// out11 = d11 - d21 - d31 - (d12 - d22 - d32) - (d13 - d23 - d33)</span></div><div class="line"><a name="l01207"></a><span class="lineno"> 1207</span> </div><div class="line"><a name="l01208"></a><span class="lineno"> 1208</span>  <span class="keywordtype">float</span> out00 = d10;</div><div class="line"><a name="l01209"></a><span class="lineno"> 1209</span>  <span class="keywordtype">float</span> out01 = -d13;</div><div class="line"><a name="l01210"></a><span class="lineno"> 1210</span>  <span class="keywordtype">float</span> out10 = d10;</div><div class="line"><a name="l01211"></a><span class="lineno"> 1211</span>  <span class="keywordtype">float</span> out11 = -d13;</div><div class="line"><a name="l01212"></a><span class="lineno"> 1212</span> </div><div class="line"><a name="l01213"></a><span class="lineno"> 1213</span>  out00 += d00 + d20 + k0 + k1;</div><div class="line"><a name="l01214"></a><span class="lineno"> 1214</span>  out01 += k0 - k1 - (d03 + d23);</div><div class="line"><a name="l01215"></a><span class="lineno"> 1215</span>  out10 += -d20 - d30 + k2 + k3;</div><div class="line"><a name="l01216"></a><span class="lineno"> 1216</span>  out11 += k2 - k3 + d23 + d33;</div><div class="line"><a name="l01217"></a><span class="lineno"> 1217</span> </div><div class="line"><a name="l01218"></a><span class="lineno"> 1218</span>  <span class="keywordtype">int</span> y_in = get_global_id(1);</div><div class="line"><a name="l01219"></a><span class="lineno"> 1219</span>  <span class="keywordtype">int</span> x_out = (y_in % NUM_TILES_X) * 2;</div><div class="line"><a name="l01220"></a><span class="lineno"> 1220</span>  <span class="keywordtype">int</span> y_out = (y_in / NUM_TILES_X) * 2;</div><div class="line"><a name="l01221"></a><span class="lineno"> 1221</span>  <span class="keywordtype">int</span> z_out = get_global_id(0);</div><div class="line"><a name="l01222"></a><span class="lineno"> 1222</span> </div><div class="line"><a name="l01223"></a><span class="lineno"> 1223</span> <span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l01224"></a><span class="lineno"> 1224</span>  <span class="comment">// Add bias</span></div><div class="line"><a name="l01225"></a><span class="lineno"> 1225</span>  <a class="code" href="struct_vector.xhtml">Vector</a> bias = <a class="code" href="helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(bias);</div><div class="line"><a name="l01226"></a><span class="lineno"> 1226</span> </div><div class="line"><a name="l01227"></a><span class="lineno"> 1227</span>  <span class="keywordtype">float</span> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a7b8004eef325a40dd43eb80755610fff">b</a> = (float) * ((__global <span class="keywordtype">float</span> *)(<a class="code" href="helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&bias, z_out)));</div><div class="line"><a name="l01228"></a><span class="lineno"> 1228</span> </div><div class="line"><a name="l01229"></a><span class="lineno"> 1229</span>  out00 += (float)b;</div><div class="line"><a name="l01230"></a><span class="lineno"> 1230</span>  out01 += (float)b;</div><div class="line"><a name="l01231"></a><span class="lineno"> 1231</span>  out10 += (float)b;</div><div class="line"><a name="l01232"></a><span class="lineno"> 1232</span>  out11 += (float)b;</div><div class="line"><a name="l01233"></a><span class="lineno"> 1233</span> <span class="preprocessor">#endif // defined(HAS_BIAS)</span></div><div class="line"><a name="l01234"></a><span class="lineno"> 1234</span> </div><div class="line"><a name="l01235"></a><span class="lineno"> 1235</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l01236"></a><span class="lineno"> 1236</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * dst_stride_x + y_out * dst_stride_y + z_out * dst_stride_z;</div><div class="line"><a name="l01237"></a><span class="lineno"> 1237</span> </div><div class="line"><a name="l01238"></a><span class="lineno"> 1238</span>  <span class="comment">// Store the 2x2 output tile</span></div><div class="line"><a name="l01239"></a><span class="lineno"> 1239</span>  vstore2((float2)(out00, out01), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_y));</div><div class="line"><a name="l01240"></a><span class="lineno"> 1240</span>  vstore2((float2)(out10, out11), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_y));</div><div class="line"><a name="l01241"></a><span class="lineno"> 1241</span> }</div><div class="line"><a name="l01242"></a><span class="lineno"> 1242</span> </div><div class="line"><a name="l01264"></a><span class="lineno"> 1264</span> __kernel <span class="keywordtype">void</span> winograd_output_transform_4x4_3x3_nchw(</div><div class="line"><a name="l01265"></a><span class="lineno"> 1265</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l01266"></a><span class="lineno"> 1266</span>  <a class="code" href="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="l01267"></a><span class="lineno"> 1267</span> #<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l01268"></a><span class="lineno"> 1268</span>  ,</div><div class="line"><a name="l01269"></a><span class="lineno"> 1269</span>  <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(bias)</div><div class="line"><a name="l01270"></a><span class="lineno"> 1270</span> #endif <span class="comment">// defined(HAS_BIAS)</span></div><div class="line"><a name="l01271"></a><span class="lineno"> 1271</span> )</div><div class="line"><a name="l01272"></a><span class="lineno"> 1272</span> {</div><div class="line"><a name="l01273"></a><span class="lineno"> 1273</span>  <span class="comment">// Each thread stores a 4x4 tile</span></div><div class="line"><a name="l01274"></a><span class="lineno"> 1274</span>  <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> src = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(src);</div><div class="line"><a name="l01275"></a><span class="lineno"> 1275</span> </div><div class="line"><a name="l01276"></a><span class="lineno"> 1276</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&src, 0, 0, 0);</div><div class="line"><a name="l01277"></a><span class="lineno"> 1277</span> </div><div class="line"><a name="l01278"></a><span class="lineno"> 1278</span>  <span class="comment">// Load the values across the 36 channels to compose the 6x6 tile</span></div><div class="line"><a name="l01279"></a><span class="lineno"> 1279</span>  <span class="keywordtype">float</span> d00 = *((__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_z));</div><div class="line"><a name="l01280"></a><span class="lineno"> 1280</span>  <span class="keywordtype">float</span> d01 = *((__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_z));</div><div class="line"><a name="l01281"></a><span class="lineno"> 1281</span>  <span class="keywordtype">float</span> d02 = *((__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_z));</div><div class="line"><a name="l01282"></a><span class="lineno"> 1282</span>  <span class="keywordtype">float</span> d03 = *((__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_z));</div><div class="line"><a name="l01283"></a><span class="lineno"> 1283</span>  <span class="keywordtype">float</span> d04 = *((__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_z));</div><div class="line"><a name="l01284"></a><span class="lineno"> 1284</span>  <span class="keywordtype">float</span> d05 = *((__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_z));</div><div class="line"><a name="l01285"></a><span class="lineno"> 1285</span> </div><div class="line"><a name="l01286"></a><span class="lineno"> 1286</span>  <span class="keywordtype">float</span> d10 = *((__global <span class="keywordtype">float</span> *)(src_addr + 6 * src_stride_z));</div><div class="line"><a name="l01287"></a><span class="lineno"> 1287</span>  <span class="keywordtype">float</span> d11 = *((__global <span class="keywordtype">float</span> *)(src_addr + 7 * src_stride_z));</div><div class="line"><a name="l01288"></a><span class="lineno"> 1288</span>  <span class="keywordtype">float</span> d12 = *((__global <span class="keywordtype">float</span> *)(src_addr + 8 * src_stride_z));</div><div class="line"><a name="l01289"></a><span class="lineno"> 1289</span>  <span class="keywordtype">float</span> d13 = *((__global <span class="keywordtype">float</span> *)(src_addr + 9 * src_stride_z));</div><div class="line"><a name="l01290"></a><span class="lineno"> 1290</span>  <span class="keywordtype">float</span> d14 = *((__global <span class="keywordtype">float</span> *)(src_addr + 10 * src_stride_z));</div><div class="line"><a name="l01291"></a><span class="lineno"> 1291</span>  <span class="keywordtype">float</span> d15 = *((__global <span class="keywordtype">float</span> *)(src_addr + 11 * src_stride_z));</div><div class="line"><a name="l01292"></a><span class="lineno"> 1292</span> </div><div class="line"><a name="l01293"></a><span class="lineno"> 1293</span>  <span class="keywordtype">float</span> d20 = *((__global <span class="keywordtype">float</span> *)(src_addr + 12 * src_stride_z));</div><div class="line"><a name="l01294"></a><span class="lineno"> 1294</span>  <span class="keywordtype">float</span> d21 = *((__global <span class="keywordtype">float</span> *)(src_addr + 13 * src_stride_z));</div><div class="line"><a name="l01295"></a><span class="lineno"> 1295</span>  <span class="keywordtype">float</span> d22 = *((__global <span class="keywordtype">float</span> *)(src_addr + 14 * src_stride_z));</div><div class="line"><a name="l01296"></a><span class="lineno"> 1296</span>  <span class="keywordtype">float</span> d23 = *((__global <span class="keywordtype">float</span> *)(src_addr + 15 * src_stride_z));</div><div class="line"><a name="l01297"></a><span class="lineno"> 1297</span>  <span class="keywordtype">float</span> d24 = *((__global <span class="keywordtype">float</span> *)(src_addr + 16 * src_stride_z));</div><div class="line"><a name="l01298"></a><span class="lineno"> 1298</span>  <span class="keywordtype">float</span> d25 = *((__global <span class="keywordtype">float</span> *)(src_addr + 17 * src_stride_z));</div><div class="line"><a name="l01299"></a><span class="lineno"> 1299</span> </div><div class="line"><a name="l01300"></a><span class="lineno"> 1300</span>  <span class="keywordtype">float</span> d30 = *((__global <span class="keywordtype">float</span> *)(src_addr + 18 * src_stride_z));</div><div class="line"><a name="l01301"></a><span class="lineno"> 1301</span>  <span class="keywordtype">float</span> d31 = *((__global <span class="keywordtype">float</span> *)(src_addr + 19 * src_stride_z));</div><div class="line"><a name="l01302"></a><span class="lineno"> 1302</span>  <span class="keywordtype">float</span> d32 = *((__global <span class="keywordtype">float</span> *)(src_addr + 20 * src_stride_z));</div><div class="line"><a name="l01303"></a><span class="lineno"> 1303</span>  <span class="keywordtype">float</span> d33 = *((__global <span class="keywordtype">float</span> *)(src_addr + 21 * src_stride_z));</div><div class="line"><a name="l01304"></a><span class="lineno"> 1304</span>  <span class="keywordtype">float</span> d34 = *((__global <span class="keywordtype">float</span> *)(src_addr + 22 * src_stride_z));</div><div class="line"><a name="l01305"></a><span class="lineno"> 1305</span>  <span class="keywordtype">float</span> d35 = *((__global <span class="keywordtype">float</span> *)(src_addr + 23 * src_stride_z));</div><div class="line"><a name="l01306"></a><span class="lineno"> 1306</span> </div><div class="line"><a name="l01307"></a><span class="lineno"> 1307</span>  <span class="keywordtype">float</span> d40 = *((__global <span class="keywordtype">float</span> *)(src_addr + 24 * src_stride_z));</div><div class="line"><a name="l01308"></a><span class="lineno"> 1308</span>  <span class="keywordtype">float</span> d41 = *((__global <span class="keywordtype">float</span> *)(src_addr + 25 * src_stride_z));</div><div class="line"><a name="l01309"></a><span class="lineno"> 1309</span>  <span class="keywordtype">float</span> d42 = *((__global <span class="keywordtype">float</span> *)(src_addr + 26 * src_stride_z));</div><div class="line"><a name="l01310"></a><span class="lineno"> 1310</span>  <span class="keywordtype">float</span> d43 = *((__global <span class="keywordtype">float</span> *)(src_addr + 27 * src_stride_z));</div><div class="line"><a name="l01311"></a><span class="lineno"> 1311</span>  <span class="keywordtype">float</span> d44 = *((__global <span class="keywordtype">float</span> *)(src_addr + 28 * src_stride_z));</div><div class="line"><a name="l01312"></a><span class="lineno"> 1312</span>  <span class="keywordtype">float</span> d45 = *((__global <span class="keywordtype">float</span> *)(src_addr + 29 * src_stride_z));</div><div class="line"><a name="l01313"></a><span class="lineno"> 1313</span> </div><div class="line"><a name="l01314"></a><span class="lineno"> 1314</span>  <span class="keywordtype">float</span> d50 = *((__global <span class="keywordtype">float</span> *)(src_addr + 30 * src_stride_z));</div><div class="line"><a name="l01315"></a><span class="lineno"> 1315</span>  <span class="keywordtype">float</span> d51 = *((__global <span class="keywordtype">float</span> *)(src_addr + 31 * src_stride_z));</div><div class="line"><a name="l01316"></a><span class="lineno"> 1316</span>  <span class="keywordtype">float</span> d52 = *((__global <span class="keywordtype">float</span> *)(src_addr + 32 * src_stride_z));</div><div class="line"><a name="l01317"></a><span class="lineno"> 1317</span>  <span class="keywordtype">float</span> d53 = *((__global <span class="keywordtype">float</span> *)(src_addr + 33 * src_stride_z));</div><div class="line"><a name="l01318"></a><span class="lineno"> 1318</span>  <span class="keywordtype">float</span> d54 = *((__global <span class="keywordtype">float</span> *)(src_addr + 34 * src_stride_z));</div><div class="line"><a name="l01319"></a><span class="lineno"> 1319</span>  <span class="keywordtype">float</span> d55 = *((__global <span class="keywordtype">float</span> *)(src_addr + 35 * src_stride_z));</div><div class="line"><a name="l01320"></a><span class="lineno"> 1320</span> </div><div class="line"><a name="l01321"></a><span class="lineno"> 1321</span>  <span class="comment">// Compute out00, out01, out02 and out03</span></div><div class="line"><a name="l01322"></a><span class="lineno"> 1322</span>  <span class="keywordtype">float</span> out00 = d01 + d21 + d41 + d11 + d31;</div><div class="line"><a name="l01323"></a><span class="lineno"> 1323</span>  <span class="keywordtype">float</span> out01 = d01 + d21 + d41 + d11 + d31;</div><div class="line"><a name="l01324"></a><span class="lineno"> 1324</span>  <span class="keywordtype">float</span> out02 = d01 + d21 + d41 + d11 + d31;</div><div class="line"><a name="l01325"></a><span class="lineno"> 1325</span>  <span class="keywordtype">float</span> out03 = d01 + d21 + d41 + d11 + d31;</div><div class="line"><a name="l01326"></a><span class="lineno"> 1326</span> </div><div class="line"><a name="l01327"></a><span class="lineno"> 1327</span>  <span class="keywordtype">float</span> k0 = d03 + d04 + d13 + d14 + d23 + d24 + d33 + d34 + d43 + d44;</div><div class="line"><a name="l01328"></a><span class="lineno"> 1328</span>  <span class="keywordtype">float</span> k1 = 2.0f * d03 - 2.0f * d04 + 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 2.0f * d33 - 2.0f * d34 + 2.0f * d43 - 2.0f * d44;</div><div class="line"><a name="l01329"></a><span class="lineno"> 1329</span> </div><div class="line"><a name="l01330"></a><span class="lineno"> 1330</span>  out00 += k0 + d00 + d02 + d10 + d12 + d20 + d22 + d30 + d32 + d40 + d42;</div><div class="line"><a name="l01331"></a><span class="lineno"> 1331</span>  out01 += k1 - d02 - d12 - d22 - d32 - d42;</div><div class="line"><a name="l01332"></a><span class="lineno"> 1332</span>  out02 += 4.0f * k0 + d02 + d12 + d22 + d32 + d42;</div><div class="line"><a name="l01333"></a><span class="lineno"> 1333</span>  out03 += 4.0f * k1 - d02 - d12 - d22 - d32 - d42 + d05 + d15 + d25 + d35 + d45;</div><div class="line"><a name="l01334"></a><span class="lineno"> 1334</span> </div><div class="line"><a name="l01335"></a><span class="lineno"> 1335</span>  <span class="comment">// Compute out10, out11, out12 and out13</span></div><div class="line"><a name="l01336"></a><span class="lineno"> 1336</span>  <span class="keywordtype">float</span> out10 = d11 - d21 + 2.0f * d31 - 2.0f * d41;</div><div class="line"><a name="l01337"></a><span class="lineno"> 1337</span>  <span class="keywordtype">float</span> out11 = d11 - d21 + 2.0f * d31 - 2.0f * d41;</div><div class="line"><a name="l01338"></a><span class="lineno"> 1338</span>  <span class="keywordtype">float</span> out12 = d11 - d21 + 2.0f * d31 - 2.0f * d41;</div><div class="line"><a name="l01339"></a><span class="lineno"> 1339</span>  <span class="keywordtype">float</span> out13 = d11 - d21 + 2.0f * d31 - 2.0f * d41;</div><div class="line"><a name="l01340"></a><span class="lineno"> 1340</span> </div><div class="line"><a name="l01341"></a><span class="lineno"> 1341</span>  k0 = d13 + d14 - d23 - d24 + 2.0f * d33 + 2.0f * d34 - 2.0f * d43 - 2.0f * d44;</div><div class="line"><a name="l01342"></a><span class="lineno"> 1342</span>  k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 4.0f * d33 - 4.0f * d34 - 4.0f * d43 + 4.0f * d44;</div><div class="line"><a name="l01343"></a><span class="lineno"> 1343</span> </div><div class="line"><a name="l01344"></a><span class="lineno"> 1344</span>  out10 += k0 + d10 + d12 - d20 - d22 + 2.0f * d30 + 2.0f * d32 - 2.0f * d40 - 2.0f * d42;</div><div class="line"><a name="l01345"></a><span class="lineno"> 1345</span>  out11 += k1 - d12 + d22 - 2.0f * d32 + 2.0f * d42;</div><div class="line"><a name="l01346"></a><span class="lineno"> 1346</span>  out12 += 4.0f * k0 + d12 - d22 + 2.0f * d32 - 2.0f * d42;</div><div class="line"><a name="l01347"></a><span class="lineno"> 1347</span>  out13 += 4.0f * k1 - d12 + d15 + d22 - d25 - 2.0f * d32 + 2.0f * d35 + 2.0f * d42 - 2.0f * d45;</div><div class="line"><a name="l01348"></a><span class="lineno"> 1348</span> </div><div class="line"><a name="l01349"></a><span class="lineno"> 1349</span>  <span class="comment">// Compute out20, out21, out22 and out23</span></div><div class="line"><a name="l01350"></a><span class="lineno"> 1350</span>  <span class="keywordtype">float</span> out20 = d11 + d21 + 4.0f * d31 + 4.0f * d41;</div><div class="line"><a name="l01351"></a><span class="lineno"> 1351</span>  <span class="keywordtype">float</span> out21 = d11 + d21 + 4.0f * d31 + 4.0f * d41;</div><div class="line"><a name="l01352"></a><span class="lineno"> 1352</span>  <span class="keywordtype">float</span> out22 = d11 + d21 + 4.0f * d31 + 4.0f * d41;</div><div class="line"><a name="l01353"></a><span class="lineno"> 1353</span>  <span class="keywordtype">float</span> out23 = d11 + d21 + 4.0f * d31 + 4.0f * d41;</div><div class="line"><a name="l01354"></a><span class="lineno"> 1354</span> </div><div class="line"><a name="l01355"></a><span class="lineno"> 1355</span>  k0 = d13 + d14 + d23 + d24 + 4.0f * d33 + 4.0f * d34 + 4.0f * d43 + 4.0f * d44;</div><div class="line"><a name="l01356"></a><span class="lineno"> 1356</span>  k1 = 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 8.0f * d33 - 8.0f * d34 + 8.0f * d43 - 8.0f * d44;</div><div class="line"><a name="l01357"></a><span class="lineno"> 1357</span> </div><div class="line"><a name="l01358"></a><span class="lineno"> 1358</span>  out20 += k0 + d10 + d12 + d20 + d22 + 4.0f * d30 + 4.0f * d32 + 4.0f * d40 + 4.0f * d42;</div><div class="line"><a name="l01359"></a><span class="lineno"> 1359</span>  out21 += k1 - d12 - d22 - 4.0f * d32 - 4.0f * d42;</div><div class="line"><a name="l01360"></a><span class="lineno"> 1360</span>  out22 += 4.0f * k0 + d12 + d22 + 4.0f * d32 + 4.0f * d42;</div><div class="line"><a name="l01361"></a><span class="lineno"> 1361</span>  out23 += 4.0f * k1 - d12 + d15 - d22 + d25 - 4.0f * d32 + 4.0f * d35 - 4.0f * d42 + 4.0f * d45;</div><div class="line"><a name="l01362"></a><span class="lineno"> 1362</span> </div><div class="line"><a name="l01363"></a><span class="lineno"> 1363</span>  <span class="comment">// Compute out30, out31, out32 and out33</span></div><div class="line"><a name="l01364"></a><span class="lineno"> 1364</span>  <span class="keywordtype">float</span> out30 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;</div><div class="line"><a name="l01365"></a><span class="lineno"> 1365</span>  <span class="keywordtype">float</span> out31 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;</div><div class="line"><a name="l01366"></a><span class="lineno"> 1366</span>  <span class="keywordtype">float</span> out32 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;</div><div class="line"><a name="l01367"></a><span class="lineno"> 1367</span>  <span class="keywordtype">float</span> out33 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;</div><div class="line"><a name="l01368"></a><span class="lineno"> 1368</span> </div><div class="line"><a name="l01369"></a><span class="lineno"> 1369</span>  k0 = d13 + d14 - d23 - d24 + 8.0f * d33 + 8.0f * d34 - 8.0f * d43 - 8.0f * d44 + d53 + d54;</div><div class="line"><a name="l01370"></a><span class="lineno"> 1370</span>  k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 16.0f * d33 - 16.0f * d34 - 16.0f * d43 + 16.0f * d44 + 2.0f * d53 - 2.0f * d54;</div><div class="line"><a name="l01371"></a><span class="lineno"> 1371</span> </div><div class="line"><a name="l01372"></a><span class="lineno"> 1372</span>  out30 += k0 + d10 + d12 - d20 - d22 + 8.0f * d30 + 8.0f * d32 - 8.0f * d40 - 8.0f * d42 + d50 + d52;</div><div class="line"><a name="l01373"></a><span class="lineno"> 1373</span>  out31 += k1 - d12 + d22 - 8.0f * d32 + 8.0f * d42 - d52;</div><div class="line"><a name="l01374"></a><span class="lineno"> 1374</span>  out32 += 4.0f * k0 + d12 - d22 + 8.0f * d32 - 8.0f * d42 + d52;</div><div class="line"><a name="l01375"></a><span class="lineno"> 1375</span>  out33 += 4.0f * k1 - d12 + d15 + d22 - d25 - 8.0f * d32 + 8.0f * d35 + 8.0f * d42 - 8.0f * d45 - d52 + d55;</div><div class="line"><a name="l01376"></a><span class="lineno"> 1376</span> </div><div class="line"><a name="l01377"></a><span class="lineno"> 1377</span>  <span class="keywordtype">int</span> y_in = get_global_id(1);</div><div class="line"><a name="l01378"></a><span class="lineno"> 1378</span>  <span class="keywordtype">int</span> x_out = (y_in % NUM_TILES_X) * 4;</div><div class="line"><a name="l01379"></a><span class="lineno"> 1379</span>  <span class="keywordtype">int</span> y_out = (y_in / NUM_TILES_X) * 4;</div><div class="line"><a name="l01380"></a><span class="lineno"> 1380</span>  <span class="keywordtype">int</span> z_out = get_global_id(0);</div><div class="line"><a name="l01381"></a><span class="lineno"> 1381</span> </div><div class="line"><a name="l01382"></a><span class="lineno"> 1382</span> <span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l01383"></a><span class="lineno"> 1383</span>  <span class="comment">// Add bias</span></div><div class="line"><a name="l01384"></a><span class="lineno"> 1384</span>  <a class="code" href="struct_vector.xhtml">Vector</a> bias = <a class="code" href="helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(bias);</div><div class="line"><a name="l01385"></a><span class="lineno"> 1385</span> </div><div class="line"><a name="l01386"></a><span class="lineno"> 1386</span>  <span class="keywordtype">float</span> b = (float) * ((__global <span class="keywordtype">float</span> *)(<a class="code" href="helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&bias, z_out)));</div><div class="line"><a name="l01387"></a><span class="lineno"> 1387</span> </div><div class="line"><a name="l01388"></a><span class="lineno"> 1388</span>  out00 += (float)b;</div><div class="line"><a name="l01389"></a><span class="lineno"> 1389</span>  out01 += (float)b;</div><div class="line"><a name="l01390"></a><span class="lineno"> 1390</span>  out02 += (float)b;</div><div class="line"><a name="l01391"></a><span class="lineno"> 1391</span>  out03 += (float)b;</div><div class="line"><a name="l01392"></a><span class="lineno"> 1392</span> </div><div class="line"><a name="l01393"></a><span class="lineno"> 1393</span>  out10 += (float)b;</div><div class="line"><a name="l01394"></a><span class="lineno"> 1394</span>  out11 += (float)b;</div><div class="line"><a name="l01395"></a><span class="lineno"> 1395</span>  out12 += (float)b;</div><div class="line"><a name="l01396"></a><span class="lineno"> 1396</span>  out13 += (float)b;</div><div class="line"><a name="l01397"></a><span class="lineno"> 1397</span> </div><div class="line"><a name="l01398"></a><span class="lineno"> 1398</span>  out20 += (float)b;</div><div class="line"><a name="l01399"></a><span class="lineno"> 1399</span>  out21 += (float)b;</div><div class="line"><a name="l01400"></a><span class="lineno"> 1400</span>  out22 += (float)b;</div><div class="line"><a name="l01401"></a><span class="lineno"> 1401</span>  out23 += (float)b;</div><div class="line"><a name="l01402"></a><span class="lineno"> 1402</span> </div><div class="line"><a name="l01403"></a><span class="lineno"> 1403</span>  out30 += (float)b;</div><div class="line"><a name="l01404"></a><span class="lineno"> 1404</span>  out31 += (float)b;</div><div class="line"><a name="l01405"></a><span class="lineno"> 1405</span>  out32 += (float)b;</div><div class="line"><a name="l01406"></a><span class="lineno"> 1406</span>  out33 += (float)b;</div><div class="line"><a name="l01407"></a><span class="lineno"> 1407</span> </div><div class="line"><a name="l01408"></a><span class="lineno"> 1408</span> <span class="preprocessor">#endif // defined(HAS_BIAS)</span></div><div class="line"><a name="l01409"></a><span class="lineno"> 1409</span> </div><div class="line"><a name="l01410"></a><span class="lineno"> 1410</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l01411"></a><span class="lineno"> 1411</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * dst_stride_x + y_out * dst_stride_y + z_out * dst_stride_z;</div><div class="line"><a name="l01412"></a><span class="lineno"> 1412</span> </div><div class="line"><a name="l01413"></a><span class="lineno"> 1413</span>  <span class="comment">// Store the 4x4 output tile</span></div><div class="line"><a name="l01414"></a><span class="lineno"> 1414</span>  vstore4((float4)(out00, out01, out02, out03), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_y));</div><div class="line"><a name="l01415"></a><span class="lineno"> 1415</span>  vstore4((float4)(out10, out11, out12, out13), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_y));</div><div class="line"><a name="l01416"></a><span class="lineno"> 1416</span>  vstore4((float4)(out20, out21, out22, out23), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_y));</div><div class="line"><a name="l01417"></a><span class="lineno"> 1417</span>  vstore4((float4)(out30, out31, out32, out33), 0, (__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_y));</div><div class="line"><a name="l01418"></a><span class="lineno"> 1418</span> }</div><div class="line"><a name="l01419"></a><span class="lineno"> 1419</span> </div><div class="line"><a name="l01420"></a><span class="lineno"> 1420</span> <span class="preprocessor">#define COMPUTE_TMP_COL(col, d0, d1, d2, d3, d4, d5, d6, d7, comm_fact) \</span></div><div class="line"><a name="l01421"></a><span class="lineno"> 1421</span> <span class="preprocessor"> ({ \</span></div><div class="line"><a name="l01422"></a><span class="lineno"> 1422</span> <span class="preprocessor"> comm_fact.s0 = d1 + d2; \</span></div><div class="line"><a name="l01423"></a><span class="lineno"> 1423</span> <span class="preprocessor"> comm_fact.s1 = d3 + d4; \</span></div><div class="line"><a name="l01424"></a><span class="lineno"> 1424</span> <span class="preprocessor"> comm_fact.s2 = d5 + d6; \</span></div><div class="line"><a name="l01425"></a><span class="lineno"> 1425</span> <span class="preprocessor"> \</span></div><div class="line"><a name="l01426"></a><span class="lineno"> 1426</span> <span class="preprocessor"> col.s0 = comm_fact.s0 + comm_fact.s1 + 8.f * comm_fact.s2 + d0; \</span></div><div class="line"><a name="l01427"></a><span class="lineno"> 1427</span> <span class="preprocessor"> col.s2 = comm_fact.s0 + 4.f * comm_fact.s1 + 2.f * comm_fact.s2; \</span></div><div class="line"><a name="l01428"></a><span class="lineno"> 1428</span> <span class="preprocessor"> \</span></div><div class="line"><a name="l01429"></a><span class="lineno"> 1429</span> <span class="preprocessor"> comm_fact.s0 = d1 - d2; \</span></div><div class="line"><a name="l01430"></a><span class="lineno"> 1430</span> <span class="preprocessor"> comm_fact.s1 = d3 - d4; \</span></div><div class="line"><a name="l01431"></a><span class="lineno"> 1431</span> <span class="preprocessor"> comm_fact.s2 = d5 - d6; \</span></div><div class="line"><a name="l01432"></a><span class="lineno"> 1432</span> <span class="preprocessor"> \</span></div><div class="line"><a name="l01433"></a><span class="lineno"> 1433</span> <span class="preprocessor"> col.s1 = comm_fact.s0 + 2.f * comm_fact.s1 + 4.f * comm_fact.s2; \</span></div><div class="line"><a name="l01434"></a><span class="lineno"> 1434</span> <span class="preprocessor"> col.s3 = comm_fact.s0 + 8.f * comm_fact.s1 + comm_fact.s2 + d7; \</span></div><div class="line"><a name="l01435"></a><span class="lineno"> 1435</span> <span class="preprocessor"> })</span></div><div class="line"><a name="l01436"></a><span class="lineno"> 1436</span> </div><div class="line"><a name="l01458"></a><span class="lineno"> 1458</span> __kernel <span class="keywordtype">void</span> winograd_output_transform_4x4_5x5_nchw(</div><div class="line"><a name="l01459"></a><span class="lineno"> 1459</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(src),</div><div class="line"><a name="l01460"></a><span class="lineno"> 1460</span>  <a class="code" href="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="l01461"></a><span class="lineno"> 1461</span> #<span class="keywordflow">if</span> defined(HAS_BIAS)</div><div class="line"><a name="l01462"></a><span class="lineno"> 1462</span>  ,</div><div class="line"><a name="l01463"></a><span class="lineno"> 1463</span>  <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(bias)</div><div class="line"><a name="l01464"></a><span class="lineno"> 1464</span> #endif <span class="comment">// defined(HAS_BIAS)</span></div><div class="line"><a name="l01465"></a><span class="lineno"> 1465</span> )</div><div class="line"><a name="l01466"></a><span class="lineno"> 1466</span> {</div><div class="line"><a name="l01467"></a><span class="lineno"> 1467</span>  <span class="comment">// Each thread stores a 4x4 tile</span></div><div class="line"><a name="l01468"></a><span class="lineno"> 1468</span>  <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> src = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(src);</div><div class="line"><a name="l01469"></a><span class="lineno"> 1469</span> </div><div class="line"><a name="l01470"></a><span class="lineno"> 1470</span>  <span class="keyword">const</span> __global uchar *src_addr = <a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&src, 0, 0, 0);</div><div class="line"><a name="l01471"></a><span class="lineno"> 1471</span> </div><div class="line"><a name="l01472"></a><span class="lineno"> 1472</span>  <span class="comment">// Load the values across the 64 channels to compose the 8x8 input tile</span></div><div class="line"><a name="l01473"></a><span class="lineno"> 1473</span>  <span class="keywordtype">float</span> d00 = *((__global <span class="keywordtype">float</span> *)(src_addr + 0 * src_stride_z));</div><div class="line"><a name="l01474"></a><span class="lineno"> 1474</span>  <span class="keywordtype">float</span> d01 = *((__global <span class="keywordtype">float</span> *)(src_addr + 1 * src_stride_z));</div><div class="line"><a name="l01475"></a><span class="lineno"> 1475</span>  <span class="keywordtype">float</span> d02 = *((__global <span class="keywordtype">float</span> *)(src_addr + 2 * src_stride_z));</div><div class="line"><a name="l01476"></a><span class="lineno"> 1476</span>  <span class="keywordtype">float</span> d03 = *((__global <span class="keywordtype">float</span> *)(src_addr + 3 * src_stride_z));</div><div class="line"><a name="l01477"></a><span class="lineno"> 1477</span>  <span class="keywordtype">float</span> d04 = *((__global <span class="keywordtype">float</span> *)(src_addr + 4 * src_stride_z));</div><div class="line"><a name="l01478"></a><span class="lineno"> 1478</span>  <span class="keywordtype">float</span> d05 = *((__global <span class="keywordtype">float</span> *)(src_addr + 5 * src_stride_z));</div><div class="line"><a name="l01479"></a><span class="lineno"> 1479</span>  <span class="keywordtype">float</span> d06 = *((__global <span class="keywordtype">float</span> *)(src_addr + 6 * src_stride_z));</div><div class="line"><a name="l01480"></a><span class="lineno"> 1480</span>  <span class="keywordtype">float</span> d07 = *((__global <span class="keywordtype">float</span> *)(src_addr + 7 * src_stride_z));</div><div class="line"><a name="l01481"></a><span class="lineno"> 1481</span> </div><div class="line"><a name="l01482"></a><span class="lineno"> 1482</span>  <span class="keywordtype">float</span> d10 = *((__global <span class="keywordtype">float</span> *)(src_addr + 8 * src_stride_z));</div><div class="line"><a name="l01483"></a><span class="lineno"> 1483</span>  <span class="keywordtype">float</span> d11 = *((__global <span class="keywordtype">float</span> *)(src_addr + 9 * src_stride_z));</div><div class="line"><a name="l01484"></a><span class="lineno"> 1484</span>  <span class="keywordtype">float</span> d12 = *((__global <span class="keywordtype">float</span> *)(src_addr + 10 * src_stride_z));</div><div class="line"><a name="l01485"></a><span class="lineno"> 1485</span>  <span class="keywordtype">float</span> d13 = *((__global <span class="keywordtype">float</span> *)(src_addr + 11 * src_stride_z));</div><div class="line"><a name="l01486"></a><span class="lineno"> 1486</span>  <span class="keywordtype">float</span> d14 = *((__global <span class="keywordtype">float</span> *)(src_addr + 12 * src_stride_z));</div><div class="line"><a name="l01487"></a><span class="lineno"> 1487</span>  <span class="keywordtype">float</span> d15 = *((__global <span class="keywordtype">float</span> *)(src_addr + 13 * src_stride_z));</div><div class="line"><a name="l01488"></a><span class="lineno"> 1488</span>  <span class="keywordtype">float</span> d16 = *((__global <span class="keywordtype">float</span> *)(src_addr + 14 * src_stride_z));</div><div class="line"><a name="l01489"></a><span class="lineno"> 1489</span>  <span class="keywordtype">float</span> d17 = *((__global <span class="keywordtype">float</span> *)(src_addr + 15 * src_stride_z));</div><div class="line"><a name="l01490"></a><span class="lineno"> 1490</span> </div><div class="line"><a name="l01491"></a><span class="lineno"> 1491</span>  <span class="keywordtype">float</span> d20 = *((__global <span class="keywordtype">float</span> *)(src_addr + 16 * src_stride_z));</div><div class="line"><a name="l01492"></a><span class="lineno"> 1492</span>  <span class="keywordtype">float</span> d21 = *((__global <span class="keywordtype">float</span> *)(src_addr + 17 * src_stride_z));</div><div class="line"><a name="l01493"></a><span class="lineno"> 1493</span>  <span class="keywordtype">float</span> d22 = *((__global <span class="keywordtype">float</span> *)(src_addr + 18 * src_stride_z));</div><div class="line"><a name="l01494"></a><span class="lineno"> 1494</span>  <span class="keywordtype">float</span> d23 = *((__global <span class="keywordtype">float</span> *)(src_addr + 19 * src_stride_z));</div><div class="line"><a name="l01495"></a><span class="lineno"> 1495</span>  <span class="keywordtype">float</span> d24 = *((__global <span class="keywordtype">float</span> *)(src_addr + 20 * src_stride_z));</div><div class="line"><a name="l01496"></a><span class="lineno"> 1496</span>  <span class="keywordtype">float</span> d25 = *((__global <span class="keywordtype">float</span> *)(src_addr + 21 * src_stride_z));</div><div class="line"><a name="l01497"></a><span class="lineno"> 1497</span>  <span class="keywordtype">float</span> d26 = *((__global <span class="keywordtype">float</span> *)(src_addr + 22 * src_stride_z));</div><div class="line"><a name="l01498"></a><span class="lineno"> 1498</span>  <span class="keywordtype">float</span> d27 = *((__global <span class="keywordtype">float</span> *)(src_addr + 23 * src_stride_z));</div><div class="line"><a name="l01499"></a><span class="lineno"> 1499</span> </div><div class="line"><a name="l01500"></a><span class="lineno"> 1500</span>  <span class="keywordtype">float</span> d30 = *((__global <span class="keywordtype">float</span> *)(src_addr + 24 * src_stride_z));</div><div class="line"><a name="l01501"></a><span class="lineno"> 1501</span>  <span class="keywordtype">float</span> d31 = *((__global <span class="keywordtype">float</span> *)(src_addr + 25 * src_stride_z));</div><div class="line"><a name="l01502"></a><span class="lineno"> 1502</span>  <span class="keywordtype">float</span> d32 = *((__global <span class="keywordtype">float</span> *)(src_addr + 26 * src_stride_z));</div><div class="line"><a name="l01503"></a><span class="lineno"> 1503</span>  <span class="keywordtype">float</span> d33 = *((__global <span class="keywordtype">float</span> *)(src_addr + 27 * src_stride_z));</div><div class="line"><a name="l01504"></a><span class="lineno"> 1504</span>  <span class="keywordtype">float</span> d34 = *((__global <span class="keywordtype">float</span> *)(src_addr + 28 * src_stride_z));</div><div class="line"><a name="l01505"></a><span class="lineno"> 1505</span>  <span class="keywordtype">float</span> d35 = *((__global <span class="keywordtype">float</span> *)(src_addr + 29 * src_stride_z));</div><div class="line"><a name="l01506"></a><span class="lineno"> 1506</span>  <span class="keywordtype">float</span> d36 = *((__global <span class="keywordtype">float</span> *)(src_addr + 30 * src_stride_z));</div><div class="line"><a name="l01507"></a><span class="lineno"> 1507</span>  <span class="keywordtype">float</span> d37 = *((__global <span class="keywordtype">float</span> *)(src_addr + 31 * src_stride_z));</div><div class="line"><a name="l01508"></a><span class="lineno"> 1508</span> </div><div class="line"><a name="l01509"></a><span class="lineno"> 1509</span>  <span class="keywordtype">float</span> d40 = *((__global <span class="keywordtype">float</span> *)(src_addr + 32 * src_stride_z));</div><div class="line"><a name="l01510"></a><span class="lineno"> 1510</span>  <span class="keywordtype">float</span> d41 = *((__global <span class="keywordtype">float</span> *)(src_addr + 33 * src_stride_z));</div><div class="line"><a name="l01511"></a><span class="lineno"> 1511</span>  <span class="keywordtype">float</span> d42 = *((__global <span class="keywordtype">float</span> *)(src_addr + 34 * src_stride_z));</div><div class="line"><a name="l01512"></a><span class="lineno"> 1512</span>  <span class="keywordtype">float</span> d43 = *((__global <span class="keywordtype">float</span> *)(src_addr + 35 * src_stride_z));</div><div class="line"><a name="l01513"></a><span class="lineno"> 1513</span>  <span class="keywordtype">float</span> d44 = *((__global <span class="keywordtype">float</span> *)(src_addr + 36 * src_stride_z));</div><div class="line"><a name="l01514"></a><span class="lineno"> 1514</span>  <span class="keywordtype">float</span> d45 = *((__global <span class="keywordtype">float</span> *)(src_addr + 37 * src_stride_z));</div><div class="line"><a name="l01515"></a><span class="lineno"> 1515</span>  <span class="keywordtype">float</span> d46 = *((__global <span class="keywordtype">float</span> *)(src_addr + 38 * src_stride_z));</div><div class="line"><a name="l01516"></a><span class="lineno"> 1516</span>  <span class="keywordtype">float</span> d47 = *((__global <span class="keywordtype">float</span> *)(src_addr + 39 * src_stride_z));</div><div class="line"><a name="l01517"></a><span class="lineno"> 1517</span> </div><div class="line"><a name="l01518"></a><span class="lineno"> 1518</span>  <span class="keywordtype">float</span> d50 = *((__global <span class="keywordtype">float</span> *)(src_addr + 40 * src_stride_z));</div><div class="line"><a name="l01519"></a><span class="lineno"> 1519</span>  <span class="keywordtype">float</span> d51 = *((__global <span class="keywordtype">float</span> *)(src_addr + 41 * src_stride_z));</div><div class="line"><a name="l01520"></a><span class="lineno"> 1520</span>  <span class="keywordtype">float</span> d52 = *((__global <span class="keywordtype">float</span> *)(src_addr + 42 * src_stride_z));</div><div class="line"><a name="l01521"></a><span class="lineno"> 1521</span>  <span class="keywordtype">float</span> d53 = *((__global <span class="keywordtype">float</span> *)(src_addr + 43 * src_stride_z));</div><div class="line"><a name="l01522"></a><span class="lineno"> 1522</span>  <span class="keywordtype">float</span> d54 = *((__global <span class="keywordtype">float</span> *)(src_addr + 44 * src_stride_z));</div><div class="line"><a name="l01523"></a><span class="lineno"> 1523</span>  <span class="keywordtype">float</span> d55 = *((__global <span class="keywordtype">float</span> *)(src_addr + 45 * src_stride_z));</div><div class="line"><a name="l01524"></a><span class="lineno"> 1524</span>  <span class="keywordtype">float</span> d56 = *((__global <span class="keywordtype">float</span> *)(src_addr + 46 * src_stride_z));</div><div class="line"><a name="l01525"></a><span class="lineno"> 1525</span>  <span class="keywordtype">float</span> d57 = *((__global <span class="keywordtype">float</span> *)(src_addr + 47 * src_stride_z));</div><div class="line"><a name="l01526"></a><span class="lineno"> 1526</span> </div><div class="line"><a name="l01527"></a><span class="lineno"> 1527</span>  <span class="keywordtype">float</span> d60 = *((__global <span class="keywordtype">float</span> *)(src_addr + 48 * src_stride_z));</div><div class="line"><a name="l01528"></a><span class="lineno"> 1528</span>  <span class="keywordtype">float</span> d61 = *((__global <span class="keywordtype">float</span> *)(src_addr + 49 * src_stride_z));</div><div class="line"><a name="l01529"></a><span class="lineno"> 1529</span>  <span class="keywordtype">float</span> d62 = *((__global <span class="keywordtype">float</span> *)(src_addr + 50 * src_stride_z));</div><div class="line"><a name="l01530"></a><span class="lineno"> 1530</span>  <span class="keywordtype">float</span> d63 = *((__global <span class="keywordtype">float</span> *)(src_addr + 51 * src_stride_z));</div><div class="line"><a name="l01531"></a><span class="lineno"> 1531</span>  <span class="keywordtype">float</span> d64 = *((__global <span class="keywordtype">float</span> *)(src_addr + 52 * src_stride_z));</div><div class="line"><a name="l01532"></a><span class="lineno"> 1532</span>  <span class="keywordtype">float</span> d65 = *((__global <span class="keywordtype">float</span> *)(src_addr + 53 * src_stride_z));</div><div class="line"><a name="l01533"></a><span class="lineno"> 1533</span>  <span class="keywordtype">float</span> d66 = *((__global <span class="keywordtype">float</span> *)(src_addr + 54 * src_stride_z));</div><div class="line"><a name="l01534"></a><span class="lineno"> 1534</span>  <span class="keywordtype">float</span> d67 = *((__global <span class="keywordtype">float</span> *)(src_addr + 55 * src_stride_z));</div><div class="line"><a name="l01535"></a><span class="lineno"> 1535</span> </div><div class="line"><a name="l01536"></a><span class="lineno"> 1536</span>  <span class="keywordtype">float</span> d70 = *((__global <span class="keywordtype">float</span> *)(src_addr + 56 * src_stride_z));</div><div class="line"><a name="l01537"></a><span class="lineno"> 1537</span>  <span class="keywordtype">float</span> d71 = *((__global <span class="keywordtype">float</span> *)(src_addr + 57 * src_stride_z));</div><div class="line"><a name="l01538"></a><span class="lineno"> 1538</span>  <span class="keywordtype">float</span> d72 = *((__global <span class="keywordtype">float</span> *)(src_addr + 58 * src_stride_z));</div><div class="line"><a name="l01539"></a><span class="lineno"> 1539</span>  <span class="keywordtype">float</span> d73 = *((__global <span class="keywordtype">float</span> *)(src_addr + 59 * src_stride_z));</div><div class="line"><a name="l01540"></a><span class="lineno"> 1540</span>  <span class="keywordtype">float</span> d74 = *((__global <span class="keywordtype">float</span> *)(src_addr + 60 * src_stride_z));</div><div class="line"><a name="l01541"></a><span class="lineno"> 1541</span>  <span class="keywordtype">float</span> d75 = *((__global <span class="keywordtype">float</span> *)(src_addr + 61 * src_stride_z));</div><div class="line"><a name="l01542"></a><span class="lineno"> 1542</span>  <span class="keywordtype">float</span> d76 = *((__global <span class="keywordtype">float</span> *)(src_addr + 62 * src_stride_z));</div><div class="line"><a name="l01543"></a><span class="lineno"> 1543</span>  <span class="keywordtype">float</span> d77 = *((__global <span class="keywordtype">float</span> *)(src_addr + 63 * src_stride_z));</div><div class="line"><a name="l01544"></a><span class="lineno"> 1544</span> </div><div class="line"><a name="l01545"></a><span class="lineno"> 1545</span>  <span class="comment">// Compute the 8x4 intermediate tensor</span></div><div class="line"><a name="l01546"></a><span class="lineno"> 1546</span>  float4 comm_fact0, comm_fact1, comm_fact2;</div><div class="line"><a name="l01547"></a><span class="lineno"> 1547</span>  float4 tmp_col0, tmp_col1, tmp_col2, tmp_col3, tmp_col4, tmp_col5, tmp_col6, tmp_col7;</div><div class="line"><a name="l01548"></a><span class="lineno"> 1548</span> </div><div class="line"><a name="l01549"></a><span class="lineno"> 1549</span>  COMPUTE_TMP_COL(tmp_col0, d00, d10, d20, d30, d40, d50, d60, d70, comm_fact0);</div><div class="line"><a name="l01550"></a><span class="lineno"> 1550</span>  COMPUTE_TMP_COL(tmp_col1, d01, d11, d21, d31, d41, d51, d61, d71, comm_fact0);</div><div class="line"><a name="l01551"></a><span class="lineno"> 1551</span>  COMPUTE_TMP_COL(tmp_col2, d02, d12, d22, d32, d42, d52, d62, d72, comm_fact0);</div><div class="line"><a name="l01552"></a><span class="lineno"> 1552</span>  COMPUTE_TMP_COL(tmp_col3, d03, d13, d23, d33, d43, d53, d63, d73, comm_fact0);</div><div class="line"><a name="l01553"></a><span class="lineno"> 1553</span>  COMPUTE_TMP_COL(tmp_col4, d04, d14, d24, d34, d44, d54, d64, d74, comm_fact0);</div><div class="line"><a name="l01554"></a><span class="lineno"> 1554</span>  COMPUTE_TMP_COL(tmp_col5, d05, d15, d25, d35, d45, d55, d65, d75, comm_fact0);</div><div class="line"><a name="l01555"></a><span class="lineno"> 1555</span>  COMPUTE_TMP_COL(tmp_col6, d06, d16, d26, d36, d46, d56, d66, d76, comm_fact0);</div><div class="line"><a name="l01556"></a><span class="lineno"> 1556</span>  COMPUTE_TMP_COL(tmp_col7, d07, d17, d27, d37, d47, d57, d67, d77, comm_fact0);</div><div class="line"><a name="l01557"></a><span class="lineno"> 1557</span> </div><div class="line"><a name="l01558"></a><span class="lineno"> 1558</span>  <span class="comment">// Compute the 4x4 output tile</span></div><div class="line"><a name="l01559"></a><span class="lineno"> 1559</span>  comm_fact0 = tmp_col1 + tmp_col2;</div><div class="line"><a name="l01560"></a><span class="lineno"> 1560</span>  comm_fact1 = tmp_col3 + tmp_col4;</div><div class="line"><a name="l01561"></a><span class="lineno"> 1561</span>  comm_fact2 = tmp_col5 + tmp_col6;</div><div class="line"><a name="l01562"></a><span class="lineno"> 1562</span> </div><div class="line"><a name="l01563"></a><span class="lineno"> 1563</span>  float4 out_col0 = comm_fact0 + comm_fact1 + 8.f * comm_fact2 + tmp_col0;</div><div class="line"><a name="l01564"></a><span class="lineno"> 1564</span>  float4 out_col2 = comm_fact0 + 4.f * comm_fact1 + 2.f * comm_fact2;</div><div class="line"><a name="l01565"></a><span class="lineno"> 1565</span> </div><div class="line"><a name="l01566"></a><span class="lineno"> 1566</span>  comm_fact0 = tmp_col1 - tmp_col2;</div><div class="line"><a name="l01567"></a><span class="lineno"> 1567</span>  comm_fact1 = tmp_col3 - tmp_col4;</div><div class="line"><a name="l01568"></a><span class="lineno"> 1568</span>  comm_fact2 = tmp_col5 - tmp_col6;</div><div class="line"><a name="l01569"></a><span class="lineno"> 1569</span> </div><div class="line"><a name="l01570"></a><span class="lineno"> 1570</span>  float4 out_col1 = comm_fact0 + 2.f * comm_fact1 + 4.f * comm_fact2;</div><div class="line"><a name="l01571"></a><span class="lineno"> 1571</span>  float4 out_col3 = comm_fact0 + 8.f * comm_fact1 + comm_fact2 + tmp_col7;</div><div class="line"><a name="l01572"></a><span class="lineno"> 1572</span> </div><div class="line"><a name="l01573"></a><span class="lineno"> 1573</span>  <span class="keywordtype">int</span> y_in = get_global_id(1);</div><div class="line"><a name="l01574"></a><span class="lineno"> 1574</span>  <span class="keywordtype">int</span> x_out = (y_in % NUM_TILES_X) * 4;</div><div class="line"><a name="l01575"></a><span class="lineno"> 1575</span>  <span class="keywordtype">int</span> y_out = (y_in / NUM_TILES_X) * 4;</div><div class="line"><a name="l01576"></a><span class="lineno"> 1576</span>  <span class="keywordtype">int</span> z_out = get_global_id(0);</div><div class="line"><a name="l01577"></a><span class="lineno"> 1577</span> </div><div class="line"><a name="l01578"></a><span class="lineno"> 1578</span> <span class="preprocessor">#if defined(HAS_BIAS)</span></div><div class="line"><a name="l01579"></a><span class="lineno"> 1579</span>  <span class="comment">// Add bias</span></div><div class="line"><a name="l01580"></a><span class="lineno"> 1580</span>  <a class="code" href="struct_vector.xhtml">Vector</a> bias = <a class="code" href="helpers_8h.xhtml#a64d779f80eeb923e0ab2313433f7b40b">CONVERT_TO_VECTOR_STRUCT_NO_STEP</a>(bias);</div><div class="line"><a name="l01581"></a><span class="lineno"> 1581</span> </div><div class="line"><a name="l01582"></a><span class="lineno"> 1582</span>  <span class="keywordtype">float</span> b = (float) * ((__global <span class="keywordtype">float</span> *)(<a class="code" href="helpers_8h.xhtml#a7e4940407322d6f0ccb8b6b86b856019">vector_offset</a>(&bias, z_out)));</div><div class="line"><a name="l01583"></a><span class="lineno"> 1583</span> </div><div class="line"><a name="l01584"></a><span class="lineno"> 1584</span>  out_col0 += (float4)b;</div><div class="line"><a name="l01585"></a><span class="lineno"> 1585</span>  out_col1 += (float4)b;</div><div class="line"><a name="l01586"></a><span class="lineno"> 1586</span>  out_col2 += (float4)b;</div><div class="line"><a name="l01587"></a><span class="lineno"> 1587</span>  out_col3 += (float4)b;</div><div class="line"><a name="l01588"></a><span class="lineno"> 1588</span> <span class="preprocessor">#endif // defined(HAS_BIAS)</span></div><div class="line"><a name="l01589"></a><span class="lineno"> 1589</span> </div><div class="line"><a name="l01590"></a><span class="lineno"> 1590</span>  <span class="comment">// Get output address</span></div><div class="line"><a name="l01591"></a><span class="lineno"> 1591</span>  __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * dst_stride_x + y_out * dst_stride_y + z_out * dst_stride_z;</div><div class="line"><a name="l01592"></a><span class="lineno"> 1592</span> </div><div class="line"><a name="l01593"></a><span class="lineno"> 1593</span>  <span class="comment">// Store the 4x4 output tile</span></div><div class="line"><a name="l01594"></a><span class="lineno"> 1594</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_x + 0 * dst_stride_y) = out_col0.s0;</div><div class="line"><a name="l01595"></a><span class="lineno"> 1595</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_x + 0 * dst_stride_y) = out_col1.s0;</div><div class="line"><a name="l01596"></a><span class="lineno"> 1596</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_x + 0 * dst_stride_y) = out_col2.s0;</div><div class="line"><a name="l01597"></a><span class="lineno"> 1597</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_x + 0 * dst_stride_y) = out_col3.s0;</div><div class="line"><a name="l01598"></a><span class="lineno"> 1598</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_x + 1 * dst_stride_y) = out_col0.s1;</div><div class="line"><a name="l01599"></a><span class="lineno"> 1599</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_x + 1 * dst_stride_y) = out_col1.s1;</div><div class="line"><a name="l01600"></a><span class="lineno"> 1600</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_x + 1 * dst_stride_y) = out_col2.s1;</div><div class="line"><a name="l01601"></a><span class="lineno"> 1601</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_x + 1 * dst_stride_y) = out_col3.s1;</div><div class="line"><a name="l01602"></a><span class="lineno"> 1602</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_x + 2 * dst_stride_y) = out_col0.s2;</div><div class="line"><a name="l01603"></a><span class="lineno"> 1603</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_x + 2 * dst_stride_y) = out_col1.s2;</div><div class="line"><a name="l01604"></a><span class="lineno"> 1604</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_x + 2 * dst_stride_y) = out_col2.s2;</div><div class="line"><a name="l01605"></a><span class="lineno"> 1605</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_x + 2 * dst_stride_y) = out_col3.s2;</div><div class="line"><a name="l01606"></a><span class="lineno"> 1606</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 0 * dst_stride_x + 3 * dst_stride_y) = out_col0.s3;</div><div class="line"><a name="l01607"></a><span class="lineno"> 1607</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 1 * dst_stride_x + 3 * dst_stride_y) = out_col1.s3;</div><div class="line"><a name="l01608"></a><span class="lineno"> 1608</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 2 * dst_stride_x + 3 * dst_stride_y) = out_col2.s3;</div><div class="line"><a name="l01609"></a><span class="lineno"> 1609</span>  *(__global <span class="keywordtype">float</span> *)(dst_addr + 3 * dst_stride_x + 3 * dst_stride_y) = out_col3.s3;</div><div class="line"><a name="l01610"></a><span class="lineno"> 1610</span> }</div><div class="line"><a name="l01611"></a><span class="lineno"> 1611</span> <span class="preprocessor">#endif // defined(NUM_TILES_X)</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="helpers_8h_source.xhtml#l00134">helpers.h:134</a></div></div> |