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<a href="batchnormalization__layer_8cl.xhtml">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment"> * Copyright (c) 2017-2018 ARM Limited.</span></div><div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"> * SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment"> * Permission is hereby granted, free of charge, to any person obtaining a copy</span></div><div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"> * of this software and associated documentation files (the &quot;Software&quot;), to</span></div><div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment"> * deal in the Software without restriction, including without limitation the</span></div><div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment"> * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or</span></div><div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment"> * sell copies of the Software, and to permit persons to whom the Software is</span></div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment"> * furnished to do so, subject to the following conditions:</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment"> * The above copyright notice and this permission notice shall be included in all</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="comment"> * copies or substantial portions of the Software.</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="comment"> * THE SOFTWARE IS PROVIDED &quot;AS IS&quot;, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment"> * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment"> * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment"> * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"> * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment"> * SOFTWARE.</span></div><div class="line"><a name="l00023"></a><span class="lineno">   23</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00024"></a><span class="lineno">   24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="helpers_8h.xhtml">helpers.h</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno">   25</span>&#160;</div><div class="line"><a name="l00026"></a><span class="lineno">   26</span>&#160;<span class="preprocessor">#if defined(VEC_SIZE) &amp;&amp; defined(DATA_TYPE)</span></div><div class="line"><a name="l00027"></a><span class="lineno">   27</span>&#160;</div><div class="line"><a name="l00028"></a><span class="lineno">   28</span>&#160;<span class="preprocessor">#if defined(FIXED_POINT_POSITION)</span></div><div class="line"><a name="l00029"></a><span class="lineno">   29</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="fixed__point_8h.xhtml">fixed_point.h</a>&quot;</span></div><div class="line"><a name="l00030"></a><span class="lineno">   30</span>&#160;</div><div class="line"><a name="l00031"></a><span class="lineno">   31</span>&#160;<span class="preprocessor">#define ADD_OP(a, b) ADD_SAT_OP_EXPAND((a), (b), DATA_TYPE, VEC_SIZE)</span></div><div class="line"><a name="l00032"></a><span class="lineno">   32</span>&#160;<span class="preprocessor">#define SUB_OP(a, b) SUB_SAT_OP_EXPAND((a), (b), DATA_TYPE, VEC_SIZE)</span></div><div class="line"><a name="l00033"></a><span class="lineno">   33</span>&#160;<span class="preprocessor">#define MUL_OP(a, b) MUL_SAT_OP_EXPAND((a), (b), DATA_TYPE, VEC_SIZE, FIXED_POINT_POSITION)</span></div><div class="line"><a name="l00034"></a><span class="lineno">   34</span>&#160;<span class="preprocessor">#define INVSQRT_OP(a) INVSQRT_OP_EXPAND((a), DATA_TYPE, VEC_SIZE, FIXED_POINT_POSITION)</span></div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#define SQCVT_SAT(a) SQCVT_SAT_OP_EXPAND((a), DATA_TYPE, FIXED_POINT_POSITION)</span></div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;</div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* FIXED_POINT_POSITION */</span><span class="preprocessor"></span></div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#define ADD_OP(a, b) ((a) + (b))</span></div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#define SUB_OP(a, b) ((a) - (b))</span></div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#define MUL_OP(a, b) ((a) * (b))</span></div><div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#define INVSQRT_OP(a) rsqrt((a))</span></div><div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;<span class="preprocessor">#define SQCVT_SAT(a) (a)</span></div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;</div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* FIXED_POINT_POSITION */</span><span class="preprocessor"></span></div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#if defined(FUSED_ACTIVATION)</span></div><div class="line"><a name="l00048"></a><span class="lineno">   48</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="activation__layer_8cl.xhtml">activation_layer.cl</a>&quot;</span></div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) ACTIVATION_OP(FUSED_ACTIVATION, x)</span></div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="preprocessor">#define ACTIVATION_FUNC(x) (x)</span></div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(FUSED_ACTIVATION) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div><div class="line"><a name="l00090"></a><span class="lineno">   90</span>&#160;__kernel <span class="keywordtype">void</span> batchnormalization_layer_nchw(<a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;#ifndef IN_PLACE</div><div class="line"><a name="l00092"></a><span class="lineno">   92</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output),</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;#endif <span class="comment">/* not IN_PLACE */</span></div><div class="line"><a name="l00094"></a><span class="lineno">   94</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(mean),</div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(var),</div><div class="line"><a name="l00096"></a><span class="lineno">   96</span>&#160;#ifndef USE_DEFAULT_BETA</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ab146b9cbab6e73e7588b240dc709fe01">beta</a>),</div><div class="line"><a name="l00098"></a><span class="lineno">   98</span>&#160;#endif <span class="comment">/* USE_DEFAULT_BETA */</span></div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;#ifndef USE_DEFAULT_GAMMA</div><div class="line"><a name="l00100"></a><span class="lineno">  100</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(gamma),</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;#endif <span class="comment">/* USE_DEFAULT_GAMMA */</span></div><div class="line"><a name="l00102"></a><span class="lineno">  102</span>&#160;                                            <span class="keywordtype">float</span> epsilon)</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;{</div><div class="line"><a name="l00104"></a><span class="lineno">  104</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> in = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;<span class="preprocessor">#ifdef IN_PLACE</span></div><div class="line"><a name="l00106"></a><span class="lineno">  106</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = in;</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;<span class="preprocessor">#else  </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div><div class="line"><a name="l00109"></a><span class="lineno">  109</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> mean = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(mean);</div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> var  = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(var);</div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_BETA</span></div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ab146b9cbab6e73e7588b240dc709fe01">beta</a> = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(beta);</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_BETA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_GAMMA</span></div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> gamma = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(gamma);</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;    data = 0;</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div><div class="line"><a name="l00122"></a><span class="lineno">  122</span>&#160;    denominator = 0;</div><div class="line"><a name="l00123"></a><span class="lineno">  123</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;    numerator = 0;</div><div class="line"><a name="l00125"></a><span class="lineno">  125</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00126"></a><span class="lineno">  126</span>&#160;    x_bar = 0;</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00128"></a><span class="lineno">  128</span>&#160;    res = 0;</div><div class="line"><a name="l00129"></a><span class="lineno">  129</span>&#160;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;    const <span class="keywordtype">int</span> current_slice = get_global_id(2);</div><div class="line"><a name="l00131"></a><span class="lineno">  131</span>&#160;</div><div class="line"><a name="l00132"></a><span class="lineno">  132</span>&#160;    data        = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)in.ptr);</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;    denominator = *((__global DATA_TYPE *)(var.ptr + current_slice * var.stride_x));</div><div class="line"><a name="l00134"></a><span class="lineno">  134</span>&#160;    denominator = INVSQRT_OP(<a class="code" href="activation__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(denominator, ((<a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE))<a class="code" href="normalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(epsilon))));</div><div class="line"><a name="l00135"></a><span class="lineno">  135</span>&#160;</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;    <span class="comment">// Calculate x bar and store results</span></div><div class="line"><a name="l00137"></a><span class="lineno">  137</span>&#160;    numerator = *((__global DATA_TYPE *)(mean.ptr + current_slice * mean.stride_x));</div><div class="line"><a name="l00138"></a><span class="lineno">  138</span>&#160;    numerator = <a class="code" href="activation__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(data, numerator);</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;    x_bar     = <a class="code" href="activation__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(numerator, denominator);</div><div class="line"><a name="l00140"></a><span class="lineno">  140</span>&#160;</div><div class="line"><a name="l00141"></a><span class="lineno">  141</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_GAMMA</span></div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00143"></a><span class="lineno">  143</span>&#160;    gamma_vec = *((__global DATA_TYPE *)(gamma.ptr + current_slice * gamma.stride_x));</div><div class="line"><a name="l00144"></a><span class="lineno">  144</span>&#160;</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;    res = <a class="code" href="activation__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(gamma_vec, x_bar);</div><div class="line"><a name="l00146"></a><span class="lineno">  146</span>&#160;<span class="preprocessor">#else  </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00147"></a><span class="lineno">  147</span>&#160;    <span class="comment">// gamma is equal to 1, no need to perform multiplications</span></div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;    res          = x_bar;</div><div class="line"><a name="l00149"></a><span class="lineno">  149</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00150"></a><span class="lineno">  150</span>&#160;</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_BETA</span></div><div class="line"><a name="l00152"></a><span class="lineno">  152</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00153"></a><span class="lineno">  153</span>&#160;    beta_vec = *((__global DATA_TYPE *)(beta.ptr + current_slice * beta.stride_x));</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;    <span class="comment">// beta is not zero, hence we need to perform the addition</span></div><div class="line"><a name="l00155"></a><span class="lineno">  155</span>&#160;    res = <a class="code" href="activation__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(res, beta_vec);</div><div class="line"><a name="l00156"></a><span class="lineno">  156</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_BETA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;    res = ACTIVATION_FUNC(res);</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div><div class="line"><a name="l00160"></a><span class="lineno">  160</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;    (res, 0, (__global DATA_TYPE *)out.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;}</div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;</div><div class="line"><a name="l00200"></a><span class="lineno">  200</span>&#160;__kernel <span class="keywordtype">void</span> batchnormalization_layer_nhwc(<a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div><div class="line"><a name="l00201"></a><span class="lineno">  201</span>&#160;#ifndef IN_PLACE</div><div class="line"><a name="l00202"></a><span class="lineno">  202</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output),</div><div class="line"><a name="l00203"></a><span class="lineno">  203</span>&#160;#endif <span class="comment">/* not IN_PLACE */</span></div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(mean),</div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(var),</div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;#ifndef USE_DEFAULT_BETA</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(beta),</div><div class="line"><a name="l00208"></a><span class="lineno">  208</span>&#160;#endif <span class="comment">/* USE_DEFAULT_BETA */</span></div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;#ifndef USE_DEFAULT_GAMMA</div><div class="line"><a name="l00210"></a><span class="lineno">  210</span>&#160;                                            <a class="code" href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a>(gamma),</div><div class="line"><a name="l00211"></a><span class="lineno">  211</span>&#160;#endif <span class="comment">/* USE_DEFAULT_GAMMA */</span></div><div class="line"><a name="l00212"></a><span class="lineno">  212</span>&#160;                                            <span class="keywordtype">float</span> epsilon)</div><div class="line"><a name="l00213"></a><span class="lineno">  213</span>&#160;{</div><div class="line"><a name="l00214"></a><span class="lineno">  214</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> in = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;<span class="preprocessor">#ifdef IN_PLACE</span></div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = in;</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;<span class="preprocessor">#else  </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> mean = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(mean);</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> var  = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(var);</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_BETA</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> beta = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(beta);</div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_BETA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_GAMMA</span></div><div class="line"><a name="l00226"></a><span class="lineno">  226</span>&#160;    <a class="code" href="struct_vector.xhtml">Vector</a> gamma = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(gamma);</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;</div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;    data = 0;</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;    denominator = 0;</div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;    numerator = 0;</div><div class="line"><a name="l00235"></a><span class="lineno">  235</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;    x_bar = 0;</div><div class="line"><a name="l00237"></a><span class="lineno">  237</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;    res = 0;</div><div class="line"><a name="l00239"></a><span class="lineno">  239</span>&#160;</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;    const <span class="keywordtype">int</span> current_slice = get_global_id(0);</div><div class="line"><a name="l00241"></a><span class="lineno">  241</span>&#160;</div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;    data        = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)in.ptr);</div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    denominator = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)(var.ptr + current_slice * VEC_SIZE * var.stride_x));</div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    denominator = INVSQRT_OP(<a class="code" href="activation__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(denominator, ((<a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE))<a class="code" href="normalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(epsilon))));</div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;</div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;    <span class="comment">// Calculate x bar and store results</span></div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;    numerator = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)(mean.ptr + current_slice * VEC_SIZE * mean.stride_x));</div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    numerator = <a class="code" href="activation__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(data, numerator);</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    x_bar     = <a class="code" href="activation__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(numerator, denominator);</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;</div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_GAMMA</span></div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;    gamma_vec = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)(gamma.ptr + current_slice * VEC_SIZE * gamma.stride_x));</div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;    res = <a class="code" href="activation__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(gamma_vec, x_bar);</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;<span class="preprocessor">#else  </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;    <span class="comment">// gamma is equal to 1, no need to perform multiplications</span></div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;    res = x_bar;</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_GAMMA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;</div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;<span class="preprocessor">#ifndef USE_DEFAULT_BETA</span></div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;    beta_vec = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)(beta.ptr + current_slice * VEC_SIZE * beta.stride_x));</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;    <span class="comment">// beta is not zero, hence we need to perform the addition</span></div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;    res = <a class="code" href="activation__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(res, beta_vec);</div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* USE_DEFAULT_BETA */</span><span class="preprocessor"></span></div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;</div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;    res = ACTIVATION_FUNC(res);</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;</div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;    <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;    (res, 0, (__global DATA_TYPE *)out.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>);</div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;}</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(VEC_SIZE) &amp;&amp; defined(DATA_TYPE) */</span><span class="preprocessor"></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>
 121 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_ab146b9cbab6e73e7588b240dc709fe01"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#ab146b9cbab6e73e7588b240dc709fe01">arm_compute::test::validation::beta</a></div><div class="ttdeci">beta</div><div class="ttdef"><b>Definition:</b> <a href="validation_2_c_l_2_g_e_m_m_8cpp_source.xhtml#l00115">GEMM.cpp:115</a></div></div>
 122 <div class="ttc" id="helpers_8h_xhtml_a287e2fc366c312b468382c95bb90f91f"><div class="ttname"><a href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a></div><div class="ttdeci">#define VLOAD(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00042">helpers.h:42</a></div></div>
 123 <div class="ttc" id="helpers_8h_xhtml_a31c8c760f08fb1a331b16b7c204321dc"><div class="ttname"><a href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_TENSOR3D_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00119">helpers.h:119</a></div></div>
 124 <div class="ttc" id="helpers_8h_xhtml_a527bfdf5eeb306f1cf01c4a8e29f38e0"><div class="ttname"><a href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00098">helpers.h:98</a></div></div>
 125 <div class="ttc" id="convolution3x3_8cl_xhtml_afb8c72ce35c4a1f4a2588d6573e54aa1"><div class="ttname"><a href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a></div><div class="ttdeci">#define DATA_TYPE</div><div class="ttdef"><b>Definition:</b> <a href="convolution3x3_8cl_source.xhtml#l00027">convolution3x3.cl:27</a></div></div>
 126 <div class="ttc" id="normalization__layer_8cl_xhtml_a107d847044e677b01e9bd3d5251b39d9"><div class="ttname"><a href="normalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a></div><div class="ttdeci">#define SQCVT_SAT(a)</div><div class="ttdef"><b>Definition:</b> <a href="normalization__layer_8cl_source.xhtml#l00046">normalization_layer.cl:46</a></div></div>
 127 <div class="ttc" id="struct_tensor3_d_xhtml"><div class="ttname"><a href="struct_tensor3_d.xhtml">Tensor3D</a></div><div class="ttdoc">Structure to hold 3D tensor information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00151">helpers.h:151</a></div></div>
 128 <div class="ttc" id="helpers_8h_xhtml_acb282042d1edeeaa3cc979a206f78b54"><div class="ttname"><a href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a></div><div class="ttdeci">#define VSTORE(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00045">helpers.h:45</a></div></div>
 129 <div class="ttc" id="activation__layer_8cl_xhtml"><div class="ttname"><a href="activation__layer_8cl.xhtml">activation_layer.cl</a></div></div>
 130 <div class="ttc" id="helpers_8h_xhtml"><div class="ttname"><a href="helpers_8h.xhtml">helpers.h</a></div></div>
 131 <div class="ttc" id="fixed__point_8h_xhtml"><div class="ttname"><a href="fixed__point_8h.xhtml">fixed_point.h</a></div></div>
 132 <div class="ttc" id="activation__layer_8cl_xhtml_aebbeb1f22eca3a3f4c3e019e8f419f39"><div class="ttname"><a href="activation__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a></div><div class="ttdeci">#define ADD_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="activation__layer_8cl_source.xhtml#l00047">activation_layer.cl:47</a></div></div>
 133 <div class="ttc" id="activation__layer_8cl_xhtml_ad778425e4131c4731f17d7e6e3499a07"><div class="ttname"><a href="activation__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a></div><div class="ttdeci">#define SUB_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="activation__layer_8cl_source.xhtml#l00048">activation_layer.cl:48</a></div></div>
 134 <div class="ttc" id="helpers_8h_xhtml_a40a6eb9f2a7712f08d6bb8ff6c9e6ca7"><div class="ttname"><a href="helpers_8h.xhtml#a40a6eb9f2a7712f08d6bb8ff6c9e6ca7">VECTOR_DECLARATION</a></div><div class="ttdeci">#define VECTOR_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00062">helpers.h:62</a></div></div>
 135 <div class="ttc" id="helpers_8h_xhtml_a6b83038822d1ae7ab619b684ed3b7fc0"><div class="ttname"><a href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a></div><div class="ttdeci">#define TENSOR3D_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00076">helpers.h:76</a></div></div>
 136 <div class="ttc" id="fixed__point_8h_xhtml_a36f754c05b6fddf6df0d8d0a74f8159f"><div class="ttname"><a href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a></div><div class="ttdeci">#define VEC_DATA_TYPE(type, size)</div><div class="ttdef"><b>Definition:</b> <a href="fixed__point_8h_source.xhtml#l00093">fixed_point.h:93</a></div></div>
 137 <div class="ttc" id="struct_tensor3_d_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">Tensor3D::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00153">helpers.h:153</a></div></div>
 138 <div class="ttc" id="activation__layer_8cl_xhtml_ad3cc858846806e6b1d3694b9d0a2e6da"><div class="ttname"><a href="activation__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a></div><div class="ttdeci">#define MUL_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="activation__layer_8cl_source.xhtml#l00049">activation_layer.cl:49</a></div></div>
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 144     <li class="navelem"><a class="el" href="dir_68267d1309a1af8e8297ef4c3efbcdba.xhtml">src</a></li><li class="navelem"><a class="el" href="dir_aebb8dcc11953d78e620bbef0b9e2183.xhtml">core</a></li><li class="navelem"><a class="el" href="dir_8c278f79c760e5c5fbd911f9870614c1.xhtml">CL</a></li><li class="navelem"><a class="el" href="dir_25885286e9dad4fa105b7b25a8031bbf.xhtml">cl_kernels</a></li><li class="navelem"><a class="el" href="batchnormalization__layer_8cl.xhtml">batchnormalization_layer.cl</a></li>
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