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gerrit-public.fairphone.software / platform / external / ComputeLibrary / 8a3da6f91f90c566b844d568f4ec43b946915af8 / . / documentation / pooling__layer_8cl_source.xhtml
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Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]9<title>Compute Library: src/core/CL/cl_kernels/pooling_layer.cl Source File</title>
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115<div class="title">pooling_layer.cl</div> </div>
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Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]118<a href="pooling__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>
119<div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment"> * Copyright (c) 2017 ARM Limited.</span></div>
120<div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment"> *</span></div>
121<div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment"> * SPDX-License-Identifier: MIT</span></div>
122<div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="comment"> *</span></div>
123<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>
124<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>
125<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>
126<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>
127<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>
128<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>
129<div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="comment"> *</span></div>
130<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>
131<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>
132<div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="comment"> *</span></div>
133<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>
134<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>
135<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>
136<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>
137<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>
138<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>
139<div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="comment"> * SOFTWARE.</span></div>
140<div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="comment"> */</span></div>
141<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>
142<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;</div>
143<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;<span class="preprocessor">#ifdef FIXED_POINT_POSITION</span></div>
144<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="preprocessor"></span></div>
145<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="fixed__point_8h.xhtml">fixed_point.h</a>&quot;</span></div>
146<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;</div>
147<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="preprocessor">#if defined(POOL_AVG)</span></div>
148<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOL_OP(x, y) add_sat(x, y)</span></div>
149<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else </span><span class="comment">/* POOL_AVG */</span><span class="preprocessor"></span></div>
150<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOL_OP(x, y) (max((x), (y)))</span></div>
151<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif </span><span class="comment">/* POOL_AVG */</span><span class="preprocessor"></span></div>
152<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="preprocessor"></span></div>
153<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;<span class="preprocessor">#define DIV_OP1(x, y) DIV_SAT_OP_EXPAND((x), (y), DATA_TYPE, FIXED_POINT_POSITION)</span></div>
154<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define DIV_OP(x, y) DIV_OP1(x, y &lt;&lt; FIXED_POINT_POSITION)</span></div>
155<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define SQRT_OP(x) DIV_OP1((1 &lt;&lt; FIXED_POINT_POSITION), (INVSQRT_OP_EXPAND((x), DATA_TYPE, 1, FIXED_POINT_POSITION)))</span></div>
156<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160;<span class="preprocessor"></span></div>
157<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
158<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POW2_OP(x, vec_size) MUL_SAT_OP_EXPAND((x), (x), DATA_TYPE, vec_size, FIXED_POINT_POSITION)</span></div>
159<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
160<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POW2_OP(x, vec_size) (x)</span></div>
161<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
162<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160;<span class="preprocessor"></span></div>
163<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* FIXED_POINT_POSITION */</span><span class="preprocessor"></span></div>
164<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;<span class="preprocessor"></span></div>
165<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
166<div class="line"><a name="l00049"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a"> 49</a></span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOL_OP(x, y) ((x) + (y))</span></div>
167<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
168<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOL_OP(x, y) (fmax((x), (y)))</span></div>
169<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
170<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160;<span class="preprocessor"></span></div>
171<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
172<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POW2_OP(x, vec_size) ((x) * (x))</span></div>
173<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
174<div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95"> 57</a></span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POW2_OP(x, vec_size) (x)</span></div>
175<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
176<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160;<span class="preprocessor"></span></div>
177<div class="line"><a name="l00060"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f"> 60</a></span>&#160;<span class="preprocessor">#define DIV_OP(x, y) (x * (1.f / y))</span></div>
178<div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca"> 61</a></span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define SQRT_OP(x) sqrt((x))</span></div>
179<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160;<span class="preprocessor"></span></div>
180<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* FIXED_POINT_POSITION */</span><span class="preprocessor"></span></div>
181<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160;<span class="preprocessor"></span></div>
182<div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;<span class="preprocessor">#if STRIDE_X == 1</span></div>
183<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOLING3x3(res, input, output) POOLING3x3_STRIDE1(res, input, output)</span></div>
184<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#elif STRIDE_X == 2 </span><span class="comment">/* STRIDE_X == 1 */</span><span class="preprocessor"></span></div>
185<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOLING3x3(res, input, output) POOLING3x3_STRIDE2(res, input, output)</span></div>
186<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#elif STRIDE_X == 3 </span><span class="comment">/* STRIDE_X not equals 1 or 2 */</span><span class="preprocessor"></span></div>
187<div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define POOLING3x3(res, input, output) POOLING3x3_STRIDE3(res, input, output)</span></div>
188<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif </span><span class="comment">/* STRIDE_X == 3 */</span><span class="preprocessor"></span></div>
189<div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160;<span class="preprocessor"></span></div>
190<div class="line"><a name="l00073"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a6b8e66069b8cd3e743141d7f024a7d76"> 73</a></span>&#160;<span class="preprocessor">#define POOLING3x3_STRIDE1(res, input, output) \</span></div>
191<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;<span class="preprocessor"> ({ \</span></div>
192<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
193<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;<span class="preprocessor"> data00 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0)); \</span></div>
194<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 2) \</span></div>
195<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160;<span class="preprocessor"> data01 = vload2(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0) + 4); \</span></div>
196<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
197<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;<span class="preprocessor"> data10 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0)); \</span></div>
198<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 2) \</span></div>
199<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;<span class="preprocessor"> data11 = vload2(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0) + 4); \</span></div>
200<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
201<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160;<span class="preprocessor"> data20 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0)); \</span></div>
202<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 2) \</span></div>
203<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;<span class="preprocessor"> data21 = vload2(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0) + 4); \</span></div>
204<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;<span class="preprocessor"> data00 = POW2_OP(data00, 4); \</span></div>
205<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;<span class="preprocessor"> data01 = POW2_OP(data01, 2); \</span></div>
206<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160;<span class="preprocessor"> data10 = POW2_OP(data10, 4); \</span></div>
207<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;<span class="preprocessor"> data11 = POW2_OP(data11, 2); \</span></div>
208<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160;<span class="preprocessor"> data20 = POW2_OP(data20, 4); \</span></div>
209<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="preprocessor"> data21 = POW2_OP(data21, 2); \</span></div>
210<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="preprocessor"> \</span></div>
211<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
212<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;<span class="preprocessor"> values00 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data00.s01212323); \</span></div>
213<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
214<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;<span class="preprocessor"> values01 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data01.s0, data00.s3, data01.s01); \</span></div>
215<div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
216<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160;<span class="preprocessor"> values10 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data10.s01212323); \</span></div>
217<div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
218<div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;<span class="preprocessor"> values11 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data11.s0, data10.s3, data11.s01); \</span></div>
219<div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
220<div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;<span class="preprocessor"> values20 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data20.s01212323); \</span></div>
221<div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
222<div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160;<span class="preprocessor"> values21 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data21.s0, data20.s3, data21.s01); \</span></div>
223<div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160;<span class="preprocessor"> \</span></div>
224<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160;<span class="preprocessor"> values00 = POOL_OP(values00, values10); \</span></div>
225<div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160;<span class="preprocessor"> values01 = POOL_OP(values01, values11); \</span></div>
226<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160;<span class="preprocessor"> values00 = POOL_OP(values00, values20); \</span></div>
227<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160;<span class="preprocessor"> values01 = POOL_OP(values01, values21); \</span></div>
228<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160;<span class="preprocessor"> \</span></div>
229<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160;<span class="preprocessor"> res = POOL_OP((VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s036, values01.s1), (VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s147, values01.s2)); \</span></div>
230<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;<span class="preprocessor"> res = POOL_OP(res, (VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s25, values01.s03)); \</span></div>
231<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;<span class="preprocessor"> })</span></div>
232<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160;<span class="preprocessor"></span></div>
233<div class="line"><a name="l00116"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#abb8f7128361a6a1965b1b2a5b3a719b2"> 116</a></span>&#160;<span class="preprocessor">#define POOLING3x3_STRIDE2(res, input, output) \</span></div>
234<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160;<span class="preprocessor"> ({ \</span></div>
235<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
236<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160;<span class="preprocessor"> data00 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0)); \</span></div>
237<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;<span class="preprocessor"> DATA_TYPE data01 = *((__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0) + 8); \</span></div>
238<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
239<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160;<span class="preprocessor"> data10 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0)); \</span></div>
240<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160;<span class="preprocessor"> DATA_TYPE data11 = *((__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0) + 8); \</span></div>
241<div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
242<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160;<span class="preprocessor"> data20 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0)); \</span></div>
243<div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160;<span class="preprocessor"> DATA_TYPE data21 = *((__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0) + 8); \</span></div>
244<div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160;<span class="preprocessor"> data00 = POW2_OP(data00, 8); \</span></div>
245<div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;<span class="preprocessor"> data01 = POW2_OP(data01, 1); \</span></div>
246<div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160;<span class="preprocessor"> data10 = POW2_OP(data10, 8); \</span></div>
247<div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160;<span class="preprocessor"> data11 = POW2_OP(data11, 1); \</span></div>
248<div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160;<span class="preprocessor"> data20 = POW2_OP(data20, 8); \</span></div>
249<div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160;<span class="preprocessor"> data21 = POW2_OP(data21, 1); \</span></div>
250<div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160;<span class="preprocessor"> \</span></div>
251<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
252<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160;<span class="preprocessor"> values00 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data00.s01223445); \</span></div>
253<div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
254<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160;<span class="preprocessor"> values01 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data00.s667, data01); \</span></div>
255<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
256<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160;<span class="preprocessor"> values10 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data10.s01223445); \</span></div>
257<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
258<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160;<span class="preprocessor"> values11 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data10.s667, data11); \</span></div>
259<div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
260<div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160;<span class="preprocessor"> values20 = (VEC_DATA_TYPE(DATA_TYPE, 8))(data20.s01223445); \</span></div>
261<div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
262<div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;<span class="preprocessor"> values21 = (VEC_DATA_TYPE(DATA_TYPE, 4))(data20.s667, data21); \</span></div>
263<div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160;<span class="preprocessor"> \</span></div>
264<div class="line"><a name="l00147"></a><span class="lineno"> 147</span>&#160;<span class="preprocessor"> values00 = POOL_OP(values00, values10); \</span></div>
265<div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160;<span class="preprocessor"> values01 = POOL_OP(values01, values11); \</span></div>
266<div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160;<span class="preprocessor"> values00 = POOL_OP(values00, values20); \</span></div>
267<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160;<span class="preprocessor"> values01 = POOL_OP(values01, values21); \</span></div>
268<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;<span class="preprocessor"> \</span></div>
269<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160;<span class="preprocessor"> res = POOL_OP((VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s036, values01.s1), (VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s147, values01.s2)); \</span></div>
270<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160;<span class="preprocessor"> res = POOL_OP(res, (VEC_DATA_TYPE(DATA_TYPE, 4))(values00.s25, values01.s03)); \</span></div>
271<div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160;<span class="preprocessor"> })</span></div>
272<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160;<span class="preprocessor"></span></div>
273<div class="line"><a name="l00156"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#aba30215e4df370ff8935f83046e696ea"> 156</a></span>&#160;<span class="preprocessor">#define POOLING3x3_STRIDE3(res, input, output) \</span></div>
274<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160;<span class="preprocessor"> ({ \</span></div>
275<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
276<div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160;<span class="preprocessor"> data00 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0)); \</span></div>
277<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
278<div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160;<span class="preprocessor"> data01 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 0, 0) + 8); \</span></div>
279<div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
280<div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160;<span class="preprocessor"> data10 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0)); \</span></div>
281<div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
282<div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;<span class="preprocessor"> data11 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 1, 0) + 8); \</span></div>
283<div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 8) \</span></div>
284<div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160;<span class="preprocessor"> data20 = vload8(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0)); \</span></div>
285<div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160;<span class="preprocessor"> VEC_DATA_TYPE(DATA_TYPE, 4) \</span></div>
286<div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;<span class="preprocessor"> data21 = vload4(0, (__global DATA_TYPE *)tensor3D_offset(&amp;input, 0, 2, 0) + 8); \</span></div>
287<div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160;<span class="preprocessor"> data00 = POW2_OP(data00, 8); \</span></div>
288<div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;<span class="preprocessor"> data01 = POW2_OP(data01, 4); \</span></div>
289<div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;<span class="preprocessor"> data10 = POW2_OP(data10, 8); \</span></div>
290<div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;<span class="preprocessor"> data11 = POW2_OP(data11, 4); \</span></div>
291<div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160;<span class="preprocessor"> data20 = POW2_OP(data20, 8); \</span></div>
292<div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160;<span class="preprocessor"> data21 = POW2_OP(data21, 4); \</span></div>
293<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160;<span class="preprocessor"> \</span></div>
294<div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160;<span class="preprocessor"> data00 = POOL_OP(data00, data10); \</span></div>
295<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;<span class="preprocessor"> data01 = POOL_OP(data01, data11); \</span></div>
296<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;<span class="preprocessor"> data00 = POOL_OP(data00, data20); \</span></div>
297<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160;<span class="preprocessor"> data01 = POOL_OP(data01, data21); \</span></div>
298<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;<span class="preprocessor"> \</span></div>
299<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;<span class="preprocessor"> res = POOL_OP((VEC_DATA_TYPE(DATA_TYPE, 4))(data00.s036, data01.s1), (VEC_DATA_TYPE(DATA_TYPE, 4))(data00.s147, data01.s2)); \</span></div>
300<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;<span class="preprocessor"> res = POOL_OP(res, (VEC_DATA_TYPE(DATA_TYPE, 4))(data00.s25, data01.s03)); \</span></div>
301<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;<span class="preprocessor"> })</span></div>
302<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;<span class="preprocessor"></span></div>
303<div class="line"><a name="l00186"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b"> 186</a></span>&#160;<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> <a class="code" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a>(<span class="keyword">const</span> <span class="keywordtype">int</span> pool_size, <span class="keyword">const</span> <span class="keywordtype">int</span> upper_bound_w, <span class="keyword">const</span> <span class="keywordtype">int</span> upper_bound_h,</div>
304<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> pad_x, <span class="keyword">const</span> <span class="keywordtype">int</span> pad_y, <span class="keyword">const</span> <span class="keywordtype">int</span> stride_x, <span class="keyword">const</span> <span class="keywordtype">int</span> stride_y)</div>
305<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;{</div>
306<div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> start_x = get_global_id(0) * stride_x - pad_x;</div>
307<div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> start_y = get_global_id(1) * stride_y - pad_y;</div>
308<div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> end_x = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(start_x + pool_size, upper_bound_w);</div>
309<div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> end_y = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(start_y + pool_size, upper_bound_h);</div>
310<div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160; <span class="keywordflow">return</span> ((end_y - start_y) * (end_x - start_x));</div>
311<div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;}</div>
312<div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160;</div>
313<div class="line"><a name="l00222"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a2d95de36199fd06803ffb62f5ff1df08"> 222</a></span>&#160;__kernel <span class="keywordtype">void</span> <a class="code" href="pooling__layer_8cl.xhtml#a2d95de36199fd06803ffb62f5ff1df08">pooling_layer_2</a>(</div>
314<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div>
315<div class="line"><a name="l00224"></a><span class="lineno"> 224</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output))</div>
316<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>&#160;{</div>
317<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>&#160; <span class="comment">// Get pixels pointer</span></div>
318<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> input = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
319<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> output = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
320<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>&#160;</div>
321<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>&#160; <span class="comment">// Load data</span></div>
322<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>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, 2)</div>
323<div class="line"><a name="l00232"></a><span class="lineno"> 232</span>&#160; data0 = vload2(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 0, 0));</div>
324<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>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, 2)</div>
325<div class="line"><a name="l00234"></a><span class="lineno"> 234</span>&#160; data1 = vload2(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 1, 0));</div>
326<div class="line"><a name="l00235"></a><span class="lineno"> 235</span>&#160;</div>
327<div class="line"><a name="l00236"></a><span class="lineno"> 236</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
328<div class="line"><a name="l00237"></a><span class="lineno"> 237</span>&#160;<span class="preprocessor"></span> <span class="comment">// Raise to power of 2 for L2 Pooling</span></div>
329<div class="line"><a name="l00238"></a><span class="lineno"> 238</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data0, 2);</div>
330<div class="line"><a name="l00239"></a><span class="lineno"> 239</span>&#160; data1 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data1, 2);</div>
331<div class="line"><a name="l00240"></a><span class="lineno"> 240</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
332<div class="line"><a name="l00241"></a><span class="lineno"> 241</span>&#160;<span class="preprocessor"></span></div>
333<div class="line"><a name="l00242"></a><span class="lineno"> 242</span>&#160; <span class="comment">// Perform calculations</span></div>
334<div class="line"><a name="l00243"></a><span class="lineno"> 243</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data1);</div>
335<div class="line"><a name="l00244"></a><span class="lineno"> 244</span>&#160; <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> res = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0.s0, data0.s1);</div>
336<div class="line"><a name="l00245"></a><span class="lineno"> 245</span>&#160;</div>
337<div class="line"><a name="l00246"></a><span class="lineno"> 246</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
338<div class="line"><a name="l00247"></a><span class="lineno"> 247</span>&#160;<span class="preprocessor"></span> <span class="comment">// Divide by pool region in case of average or l2 pooling</span></div>
339<div class="line"><a name="l00248"></a><span class="lineno"> 248</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f">DIV_OP</a>(res, <a class="code" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a>(2, MAX_WIDTH, MAX_HEIGHT, PAD_X, PAD_Y, STRIDE_X, STRIDE_Y));</div>
340<div class="line"><a name="l00249"></a><span class="lineno"> 249</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
341<div class="line"><a name="l00250"></a><span class="lineno"> 250</span>&#160;<span class="preprocessor"></span></div>
342<div class="line"><a name="l00251"></a><span class="lineno"> 251</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
343<div class="line"><a name="l00252"></a><span class="lineno"> 252</span>&#160;<span class="preprocessor"></span> <span class="comment">// Take square root of the result in L2 pooling</span></div>
344<div class="line"><a name="l00253"></a><span class="lineno"> 253</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a>(res);</div>
345<div class="line"><a name="l00254"></a><span class="lineno"> 254</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
346<div class="line"><a name="l00255"></a><span class="lineno"> 255</span>&#160;<span class="preprocessor"></span></div>
347<div class="line"><a name="l00256"></a><span class="lineno"> 256</span>&#160; <span class="comment">// Store result</span></div>
348<div class="line"><a name="l00257"></a><span class="lineno"> 257</span>&#160; *(__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)output.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> = res;</div>
349<div class="line"><a name="l00258"></a><span class="lineno"> 258</span>&#160;}</div>
350<div class="line"><a name="l00259"></a><span class="lineno"> 259</span>&#160;</div>
351<div class="line"><a name="l00286"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#af5751970a4d8c62febdc6c63d6d4fd1d"> 286</a></span>&#160;__kernel <span class="keywordtype">void</span> <a class="code" href="pooling__layer_8cl.xhtml#af5751970a4d8c62febdc6c63d6d4fd1d">pooling_layer_3</a>(</div>
352<div class="line"><a name="l00287"></a><span class="lineno"> 287</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div>
353<div class="line"><a name="l00288"></a><span class="lineno"> 288</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output))</div>
354<div class="line"><a name="l00289"></a><span class="lineno"> 289</span>&#160;{</div>
355<div class="line"><a name="l00290"></a><span class="lineno"> 290</span>&#160; <span class="comment">// Get pixels pointer</span></div>
356<div class="line"><a name="l00291"></a><span class="lineno"> 291</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> input = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
357<div class="line"><a name="l00292"></a><span class="lineno"> 292</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> output = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
358<div class="line"><a name="l00293"></a><span class="lineno"> 293</span>&#160;</div>
359<div class="line"><a name="l00294"></a><span class="lineno"> 294</span>&#160; <span class="comment">// Load data</span></div>
360<div class="line"><a name="l00295"></a><span class="lineno"> 295</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>, 3)</div>
361<div class="line"><a name="l00296"></a><span class="lineno"> 296</span>&#160; data0 = vload3(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 0, 0));</div>
362<div class="line"><a name="l00297"></a><span class="lineno"> 297</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>, 3)</div>
363<div class="line"><a name="l00298"></a><span class="lineno"> 298</span>&#160; data1 = vload3(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 1, 0));</div>
364<div class="line"><a name="l00299"></a><span class="lineno"> 299</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>, 3)</div>
365<div class="line"><a name="l00300"></a><span class="lineno"> 300</span>&#160; data2 = vload3(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 2, 0));</div>
366<div class="line"><a name="l00301"></a><span class="lineno"> 301</span>&#160;</div>
367<div class="line"><a name="l00302"></a><span class="lineno"> 302</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
368<div class="line"><a name="l00303"></a><span class="lineno"> 303</span>&#160;<span class="preprocessor"></span> <span class="comment">// Raise to power of 2 for L2 Pooling</span></div>
369<div class="line"><a name="l00304"></a><span class="lineno"> 304</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data0, 3);</div>
370<div class="line"><a name="l00305"></a><span class="lineno"> 305</span>&#160; data1 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data1, 3);</div>
371<div class="line"><a name="l00306"></a><span class="lineno"> 306</span>&#160; data2 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data2, 3);</div>
372<div class="line"><a name="l00307"></a><span class="lineno"> 307</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
373<div class="line"><a name="l00308"></a><span class="lineno"> 308</span>&#160;<span class="preprocessor"></span></div>
374<div class="line"><a name="l00309"></a><span class="lineno"> 309</span>&#160; <span class="comment">// Perform calculations</span></div>
375<div class="line"><a name="l00310"></a><span class="lineno"> 310</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data1);</div>
376<div class="line"><a name="l00311"></a><span class="lineno"> 311</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data2);</div>
377<div class="line"><a name="l00312"></a><span class="lineno"> 312</span>&#160; <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> res = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(<a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0.s0, data0.s1), data0.s2);</div>
378<div class="line"><a name="l00313"></a><span class="lineno"> 313</span>&#160;</div>
379<div class="line"><a name="l00314"></a><span class="lineno"> 314</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
380<div class="line"><a name="l00315"></a><span class="lineno"> 315</span>&#160;<span class="preprocessor"></span> <span class="comment">// Divide by pool region in case of average pooling</span></div>
381<div class="line"><a name="l00316"></a><span class="lineno"> 316</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f">DIV_OP</a>(res, <a class="code" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a>(3, MAX_WIDTH, MAX_HEIGHT, PAD_X, PAD_Y, STRIDE_X, STRIDE_Y));</div>
382<div class="line"><a name="l00317"></a><span class="lineno"> 317</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
383<div class="line"><a name="l00318"></a><span class="lineno"> 318</span>&#160;<span class="preprocessor"></span></div>
384<div class="line"><a name="l00319"></a><span class="lineno"> 319</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
385<div class="line"><a name="l00320"></a><span class="lineno"> 320</span>&#160;<span class="preprocessor"></span> <span class="comment">// Take square root of the result in L2 pooling</span></div>
386<div class="line"><a name="l00321"></a><span class="lineno"> 321</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a>(res);</div>
387<div class="line"><a name="l00322"></a><span class="lineno"> 322</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
388<div class="line"><a name="l00323"></a><span class="lineno"> 323</span>&#160;<span class="preprocessor"></span></div>
389<div class="line"><a name="l00324"></a><span class="lineno"> 324</span>&#160; <span class="comment">// Store result</span></div>
390<div class="line"><a name="l00325"></a><span class="lineno"> 325</span>&#160; *(__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)output.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> = res;</div>
391<div class="line"><a name="l00326"></a><span class="lineno"> 326</span>&#160;}</div>
392<div class="line"><a name="l00327"></a><span class="lineno"> 327</span>&#160;</div>
393<div class="line"><a name="l00328"></a><span class="lineno"> 328</span>&#160;<span class="preprocessor">#if defined(POOLING3x3) &amp;&amp; !defined(FIXED_POINT_POSITION)</span></div>
394<div class="line"><a name="l00329"></a><span class="lineno"> 329</span>&#160;<span class="preprocessor"></span></div>
395<div class="line"><a name="l00330"></a><span class="lineno"> 330</span>&#160;<span class="preprocessor">#define CONVERT_OP(data_type) convert_##data_type##4</span></div>
396<div class="line"><a name="l00331"></a><span class="lineno"> 331</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define CONVERT_VECTOR4(data_type) CONVERT_OP(data_type)</span></div>
397<div class="line"><a name="l00332"></a><span class="lineno"> 332</span>&#160;<span class="preprocessor"></span></div>
398<div class="line"><a name="l00333"></a><span class="lineno"> 333</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>, 4)</div>
399<div class="line"><a name="l00334"></a><span class="lineno"> 334</span>&#160;calculate_avg_scale4(const <span class="keywordtype">int</span> pool_size, const <span class="keywordtype">int</span> upper_bound_w, const <span class="keywordtype">int</span> upper_bound_h,</div>
400<div class="line"><a name="l00335"></a><span class="lineno"> 335</span>&#160; const <span class="keywordtype">int</span> pad_x, const <span class="keywordtype">int</span> pad_y, const <span class="keywordtype">int</span> stride_x, const <span class="keywordtype">int</span> stride_y)</div>
401<div class="line"><a name="l00336"></a><span class="lineno"> 336</span>&#160;{</div>
402<div class="line"><a name="l00337"></a><span class="lineno"> 337</span>&#160; <span class="keyword">const</span> int4 start_x = ((int4)get_global_id(0) * 4 + (int4)(0, 1, 2, 3)) * (int4)stride_x - (int4)pad_x;</div>
403<div class="line"><a name="l00338"></a><span class="lineno"> 338</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> start_y = get_global_id(1) * stride_y - pad_y;</div>
404<div class="line"><a name="l00339"></a><span class="lineno"> 339</span>&#160; <span class="keyword">const</span> int4 end_x = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(start_x + (int4)pool_size, (int4)upper_bound_w);</div>
405<div class="line"><a name="l00340"></a><span class="lineno"> 340</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> end_y = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">min</a>(start_y + pool_size, upper_bound_h);</div>
406<div class="line"><a name="l00341"></a><span class="lineno"> 341</span>&#160; <span class="keywordflow">return</span> (<a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, 4))(1.f) / CONVERT_VECTOR4(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>)(((int4)(end_y - start_y)) * (end_x - start_x));</div>
407<div class="line"><a name="l00342"></a><span class="lineno"> 342</span>&#160;}</div>
408<div class="line"><a name="l00343"></a><span class="lineno"> 343</span>&#160;</div>
409<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160;__kernel <span class="keywordtype">void</span> pooling_layer_3_optimized(</div>
410<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div>
411<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output))</div>
412<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160;{</div>
413<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160; <span class="comment">// Get pixels pointer</span></div>
414<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> input = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
415<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> output = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
416<div class="line"><a name="l00377"></a><span class="lineno"> 377</span>&#160;</div>
417<div class="line"><a name="l00378"></a><span class="lineno"> 378</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>, 4)</div>
418<div class="line"><a name="l00379"></a><span class="lineno"> 379</span>&#160; res;</div>
419<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160;</div>
420<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160; <span class="comment">// Perform pooling 3x3 for 4 output elements</span></div>
421<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160; POOLING3x3(res, input, output);</div>
422<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160;</div>
423<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
424<div class="line"><a name="l00385"></a><span class="lineno"> 385</span>&#160;<span class="preprocessor"></span> <span class="comment">// Divide by pool region in case of average pooling</span></div>
425<div class="line"><a name="l00386"></a><span class="lineno"> 386</span>&#160; res *= calculate_avg_scale4(3, MAX_WIDTH, MAX_HEIGHT, PAD_X, PAD_Y, STRIDE_X, STRIDE_Y);</div>
426<div class="line"><a name="l00387"></a><span class="lineno"> 387</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
427<div class="line"><a name="l00388"></a><span class="lineno"> 388</span>&#160;<span class="preprocessor"></span></div>
428<div class="line"><a name="l00389"></a><span class="lineno"> 389</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
429<div class="line"><a name="l00390"></a><span class="lineno"> 390</span>&#160;<span class="preprocessor"></span> <span class="comment">// Take square root of the result in L2 pooling</span></div>
430<div class="line"><a name="l00391"></a><span class="lineno"> 391</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a>(res);</div>
431<div class="line"><a name="l00392"></a><span class="lineno"> 392</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
432<div class="line"><a name="l00393"></a><span class="lineno"> 393</span>&#160;<span class="preprocessor"></span></div>
433<div class="line"><a name="l00394"></a><span class="lineno"> 394</span>&#160; vstore4(res, 0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)output.ptr);</div>
434<div class="line"><a name="l00395"></a><span class="lineno"> 395</span>&#160;}</div>
435<div class="line"><a name="l00396"></a><span class="lineno"> 396</span>&#160;<span class="preprocessor">#endif // defined(POOLING3x3) &amp;&amp; !defined(FIXED_POINT_POSITION)</span></div>
436<div class="line"><a name="l00397"></a><span class="lineno"> 397</span>&#160;<span class="preprocessor"></span></div>
437<div class="line"><a name="l00424"></a><span class="lineno"><a class="line" href="pooling__layer_8cl.xhtml#a46f86250bbe9f5a1cf6c060e72109546"> 424</a></span>&#160;__kernel <span class="keywordtype">void</span> <a class="code" href="pooling__layer_8cl.xhtml#a46f86250bbe9f5a1cf6c060e72109546">pooling_layer_7</a>(</div>
438<div class="line"><a name="l00425"></a><span class="lineno"> 425</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div>
439<div class="line"><a name="l00426"></a><span class="lineno"> 426</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output))</div>
440<div class="line"><a name="l00427"></a><span class="lineno"> 427</span>&#160;{</div>
441<div class="line"><a name="l00428"></a><span class="lineno"> 428</span>&#160; <span class="comment">// Get pixels pointer</span></div>
442<div class="line"><a name="l00429"></a><span class="lineno"> 429</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> input = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
443<div class="line"><a name="l00430"></a><span class="lineno"> 430</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> output = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
444<div class="line"><a name="l00431"></a><span class="lineno"> 431</span>&#160;</div>
445<div class="line"><a name="l00432"></a><span class="lineno"> 432</span>&#160; <span class="comment">// Load data</span></div>
446<div class="line"><a name="l00433"></a><span class="lineno"> 433</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>, 8)</div>
447<div class="line"><a name="l00434"></a><span class="lineno"> 434</span>&#160; data0 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 0, 0));</div>
448<div class="line"><a name="l00435"></a><span class="lineno"> 435</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>, 8)</div>
449<div class="line"><a name="l00436"></a><span class="lineno"> 436</span>&#160; data1 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 1, 0));</div>
450<div class="line"><a name="l00437"></a><span class="lineno"> 437</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>, 8)</div>
451<div class="line"><a name="l00438"></a><span class="lineno"> 438</span>&#160; data2 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 2, 0));</div>
452<div class="line"><a name="l00439"></a><span class="lineno"> 439</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>, 8)</div>
453<div class="line"><a name="l00440"></a><span class="lineno"> 440</span>&#160; data3 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 3, 0));</div>
454<div class="line"><a name="l00441"></a><span class="lineno"> 441</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>, 8)</div>
455<div class="line"><a name="l00442"></a><span class="lineno"> 442</span>&#160; data4 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 4, 0));</div>
456<div class="line"><a name="l00443"></a><span class="lineno"> 443</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>, 8)</div>
457<div class="line"><a name="l00444"></a><span class="lineno"> 444</span>&#160; data5 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 5, 0));</div>
458<div class="line"><a name="l00445"></a><span class="lineno"> 445</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>, 8)</div>
459<div class="line"><a name="l00446"></a><span class="lineno"> 446</span>&#160; data6 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, 0, 6, 0));</div>
460<div class="line"><a name="l00447"></a><span class="lineno"> 447</span>&#160;</div>
461<div class="line"><a name="l00448"></a><span class="lineno"> 448</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
462<div class="line"><a name="l00449"></a><span class="lineno"> 449</span>&#160;<span class="preprocessor"></span> <span class="comment">// Raise to power of 2 for L2 Pooling</span></div>
463<div class="line"><a name="l00450"></a><span class="lineno"> 450</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data0, 8);</div>
464<div class="line"><a name="l00451"></a><span class="lineno"> 451</span>&#160; data1 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data1, 8);</div>
465<div class="line"><a name="l00452"></a><span class="lineno"> 452</span>&#160; data2 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data2, 8);</div>
466<div class="line"><a name="l00453"></a><span class="lineno"> 453</span>&#160; data3 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data3, 8);</div>
467<div class="line"><a name="l00454"></a><span class="lineno"> 454</span>&#160; data4 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data4, 8);</div>
468<div class="line"><a name="l00455"></a><span class="lineno"> 455</span>&#160; data5 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data5, 8);</div>
469<div class="line"><a name="l00456"></a><span class="lineno"> 456</span>&#160; data6 = <a class="code" href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a>(data6, 8);</div>
470<div class="line"><a name="l00457"></a><span class="lineno"> 457</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
471<div class="line"><a name="l00458"></a><span class="lineno"> 458</span>&#160;<span class="preprocessor"></span></div>
472<div class="line"><a name="l00459"></a><span class="lineno"> 459</span>&#160; <span class="comment">// Pool operation of all rows</span></div>
473<div class="line"><a name="l00460"></a><span class="lineno"> 460</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data1);</div>
474<div class="line"><a name="l00461"></a><span class="lineno"> 461</span>&#160; data2 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data2, data3);</div>
475<div class="line"><a name="l00462"></a><span class="lineno"> 462</span>&#160; data4 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data4, data5);</div>
476<div class="line"><a name="l00463"></a><span class="lineno"> 463</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data2);</div>
477<div class="line"><a name="l00464"></a><span class="lineno"> 464</span>&#160; data4 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data4, data6);</div>
478<div class="line"><a name="l00465"></a><span class="lineno"> 465</span>&#160; data0 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0, data4);</div>
479<div class="line"><a name="l00466"></a><span class="lineno"> 466</span>&#160;</div>
480<div class="line"><a name="l00467"></a><span class="lineno"> 467</span>&#160; <span class="comment">// Set last element</span></div>
481<div class="line"><a name="l00468"></a><span class="lineno"> 468</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
482<div class="line"><a name="l00469"></a><span class="lineno"> 469</span>&#160;<span class="preprocessor"></span> data0.s7 = 0;</div>
483<div class="line"><a name="l00470"></a><span class="lineno"> 470</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
484<div class="line"><a name="l00471"></a><span class="lineno"> 471</span>&#160;<span class="preprocessor"></span> data0.s7 = data0.s6;</div>
485<div class="line"><a name="l00472"></a><span class="lineno"> 472</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
486<div class="line"><a name="l00473"></a><span class="lineno"> 473</span>&#160;<span class="preprocessor"></span></div>
487<div class="line"><a name="l00474"></a><span class="lineno"> 474</span>&#160; <span class="comment">// Reduce result</span></div>
488<div class="line"><a name="l00475"></a><span class="lineno"> 475</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>, 4)</div>
489<div class="line"><a name="l00476"></a><span class="lineno"> 476</span>&#160; reduce4 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(data0.s0123, data0.s4567);</div>
490<div class="line"><a name="l00477"></a><span class="lineno"> 477</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>, 2)</div>
491<div class="line"><a name="l00478"></a><span class="lineno"> 478</span>&#160; reduce2 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(reduce4.s01, reduce4.s23);</div>
492<div class="line"><a name="l00479"></a><span class="lineno"> 479</span>&#160; <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> res = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(reduce2.s0, reduce2.s1);</div>
493<div class="line"><a name="l00480"></a><span class="lineno"> 480</span>&#160;</div>
494<div class="line"><a name="l00481"></a><span class="lineno"> 481</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
495<div class="line"><a name="l00482"></a><span class="lineno"> 482</span>&#160;<span class="preprocessor"></span> <span class="comment">// Divide by pool region in case of average pooling</span></div>
496<div class="line"><a name="l00483"></a><span class="lineno"> 483</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f">DIV_OP</a>(res, <a class="code" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a>(7, MAX_WIDTH, MAX_HEIGHT, PAD_X, PAD_Y, STRIDE_X, STRIDE_Y));</div>
497<div class="line"><a name="l00484"></a><span class="lineno"> 484</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
498<div class="line"><a name="l00485"></a><span class="lineno"> 485</span>&#160;<span class="preprocessor"></span></div>
499<div class="line"><a name="l00486"></a><span class="lineno"> 486</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
500<div class="line"><a name="l00487"></a><span class="lineno"> 487</span>&#160;<span class="preprocessor"></span> <span class="comment">// Take square root of the result in L2 pooling</span></div>
501<div class="line"><a name="l00488"></a><span class="lineno"> 488</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a>(res);</div>
502<div class="line"><a name="l00489"></a><span class="lineno"> 489</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
503<div class="line"><a name="l00490"></a><span class="lineno"> 490</span>&#160;<span class="preprocessor"></span></div>
504<div class="line"><a name="l00491"></a><span class="lineno"> 491</span>&#160; <span class="comment">// Store result</span></div>
505<div class="line"><a name="l00492"></a><span class="lineno"> 492</span>&#160; *(__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)output.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> = res;</div>
506<div class="line"><a name="l00493"></a><span class="lineno"> 493</span>&#160;}</div>
507<div class="line"><a name="l00494"></a><span class="lineno"> 494</span>&#160;</div>
508<div class="line"><a name="l00495"></a><span class="lineno"> 495</span>&#160;<span class="preprocessor">#if defined(POOL_SIZE)</span></div>
509<div class="line"><a name="l00496"></a><span class="lineno"> 496</span>&#160;<span class="preprocessor"></span></div>
510<div class="line"><a name="l00497"></a><span class="lineno"> 497</span>&#160;<span class="comment">// Set the initial value for the pooling operation accordingly with the data type</span></div>
511<div class="line"><a name="l00498"></a><span class="lineno"> 498</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
512<div class="line"><a name="l00499"></a><span class="lineno"> 499</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define INITIAL_VALUE 0</span></div>
513<div class="line"><a name="l00500"></a><span class="lineno"> 500</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
514<div class="line"><a name="l00501"></a><span class="lineno"> 501</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#ifdef FIXED_POINT_POSITION</span></div>
515<div class="line"><a name="l00502"></a><span class="lineno"> 502</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define MIN_VAL_EXPAND(type) type##_MIN</span></div>
516<div class="line"><a name="l00503"></a><span class="lineno"> 503</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define MIN_VAL(type) MIN_VAL_EXPAND(type)</span></div>
517<div class="line"><a name="l00504"></a><span class="lineno"> 504</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define INITIAL_VALUE MIN_VAL(DATA_TYPE)</span></div>
518<div class="line"><a name="l00505"></a><span class="lineno"> 505</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define INITIAL_VALUE 0</span></div>
519<div class="line"><a name="l00506"></a><span class="lineno"> 506</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else // FIXED_POINT_POSITION</span></div>
520<div class="line"><a name="l00507"></a><span class="lineno"> 507</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#if FP16</span></div>
521<div class="line"><a name="l00508"></a><span class="lineno"> 508</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define INITIAL_VALUE -HALF_MAX</span></div>
522<div class="line"><a name="l00509"></a><span class="lineno"> 509</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#else // FP16</span></div>
523<div class="line"><a name="l00510"></a><span class="lineno"> 510</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#define INITIAL_VALUE -FLT_MAX</span></div>
524<div class="line"><a name="l00511"></a><span class="lineno"> 511</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif // FP16</span></div>
525<div class="line"><a name="l00512"></a><span class="lineno"> 512</span>&#160;<span class="preprocessor"></span><span class="preprocessor">#endif // FIXED_POINT_POSITION</span></div>
526<div class="line"><a name="l00513"></a><span class="lineno"> 513</span>&#160;<span class="preprocessor"></span></div>
527<div class="line"><a name="l00514"></a><span class="lineno"> 514</span>&#160;<span class="preprocessor">#endif // POOL_AVG</span></div>
528<div class="line"><a name="l00515"></a><span class="lineno"> 515</span>&#160;<span class="preprocessor"></span></div>
529<div class="line"><a name="l00544"></a><span class="lineno"> 544</span>&#160;__kernel <span class="keywordtype">void</span> pooling_layer_N(</div>
530<div class="line"><a name="l00545"></a><span class="lineno"> 545</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(input),</div>
531<div class="line"><a name="l00546"></a><span class="lineno"> 546</span>&#160; <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(output))</div>
532<div class="line"><a name="l00547"></a><span class="lineno"> 547</span>&#160;{</div>
533<div class="line"><a name="l00548"></a><span class="lineno"> 548</span>&#160; <span class="comment">// Get pixels pointer</span></div>
534<div class="line"><a name="l00549"></a><span class="lineno"> 549</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> input = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div>
535<div class="line"><a name="l00550"></a><span class="lineno"> 550</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> output = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div>
536<div class="line"><a name="l00551"></a><span class="lineno"> 551</span>&#160;</div>
537<div class="line"><a name="l00552"></a><span class="lineno"> 552</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>, 8)</div>
538<div class="line"><a name="l00553"></a><span class="lineno"> 553</span>&#160; vdata = INITIAL_VALUE;</div>
539<div class="line"><a name="l00554"></a><span class="lineno"> 554</span>&#160; <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> sdata = INITIAL_VALUE;</div>
540<div class="line"><a name="l00555"></a><span class="lineno"> 555</span>&#160;</div>
541<div class="line"><a name="l00556"></a><span class="lineno"> 556</span>&#160; <span class="comment">// Load data</span></div>
542<div class="line"><a name="l00557"></a><span class="lineno"> 557</span>&#160; for(<span class="keywordtype">int</span> y = 0; y &lt; POOL_SIZE; y++)</div>
543<div class="line"><a name="l00558"></a><span class="lineno"> 558</span>&#160; {</div>
544<div class="line"><a name="l00559"></a><span class="lineno"> 559</span>&#160; <span class="keywordtype">int</span> x = 0;</div>
545<div class="line"><a name="l00560"></a><span class="lineno"> 560</span>&#160; <span class="keywordflow">for</span>(; x &lt;= ((int)POOL_SIZE - 8); x += 8)</div>
546<div class="line"><a name="l00561"></a><span class="lineno"> 561</span>&#160; {</div>
547<div class="line"><a name="l00562"></a><span class="lineno"> 562</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>, 8)</div>
548<div class="line"><a name="l00563"></a><span class="lineno"> 563</span>&#160; data0 = vload8(0, (__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, x, y, 0));</div>
549<div class="line"><a name="l00564"></a><span class="lineno"> 564</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
550<div class="line"><a name="l00565"></a><span class="lineno"> 565</span>&#160;<span class="preprocessor"></span> <span class="comment">// Raise to power of 2 for L2 Pooling</span></div>
551<div class="line"><a name="l00566"></a><span class="lineno"> 566</span>&#160; data0 *= data0;</div>
552<div class="line"><a name="l00567"></a><span class="lineno"> 567</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
553<div class="line"><a name="l00568"></a><span class="lineno"> 568</span>&#160;<span class="preprocessor"></span> vdata = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(vdata, data0);</div>
554<div class="line"><a name="l00569"></a><span class="lineno"> 569</span>&#160; }</div>
555<div class="line"><a name="l00570"></a><span class="lineno"> 570</span>&#160;</div>
556<div class="line"><a name="l00571"></a><span class="lineno"> 571</span>&#160; <span class="comment">// Leftover</span></div>
557<div class="line"><a name="l00572"></a><span class="lineno"> 572</span>&#160; <span class="keywordflow">for</span>(; x &lt; (int)POOL_SIZE; ++x)</div>
558<div class="line"><a name="l00573"></a><span class="lineno"> 573</span>&#160; {</div>
559<div class="line"><a name="l00574"></a><span class="lineno"> 574</span>&#160; <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> data0 = *((__global <a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a> *)<a class="code" href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a>(&amp;input, x, y, 0));</div>
560<div class="line"><a name="l00575"></a><span class="lineno"> 575</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
561<div class="line"><a name="l00576"></a><span class="lineno"> 576</span>&#160;<span class="preprocessor"></span> <span class="comment">// Raise to power of 2 for L2 Pooling</span></div>
562<div class="line"><a name="l00577"></a><span class="lineno"> 577</span>&#160; data0 *= data0;</div>
563<div class="line"><a name="l00578"></a><span class="lineno"> 578</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
564<div class="line"><a name="l00579"></a><span class="lineno"> 579</span>&#160;<span class="preprocessor"></span> sdata = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(sdata, data0);</div>
565<div class="line"><a name="l00580"></a><span class="lineno"> 580</span>&#160; }</div>
566<div class="line"><a name="l00581"></a><span class="lineno"> 581</span>&#160; }</div>
567<div class="line"><a name="l00582"></a><span class="lineno"> 582</span>&#160;</div>
568<div class="line"><a name="l00583"></a><span class="lineno"> 583</span>&#160; <span class="comment">// Reduce result</span></div>
569<div class="line"><a name="l00584"></a><span class="lineno"> 584</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>, 4)</div>
570<div class="line"><a name="l00585"></a><span class="lineno"> 585</span>&#160; reduce4 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(vdata.s0123, vdata.s4567);</div>
571<div class="line"><a name="l00586"></a><span class="lineno"> 586</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>, 2)</div>
572<div class="line"><a name="l00587"></a><span class="lineno"> 587</span>&#160; reduce2 = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(reduce4.s01, reduce4.s23);</div>
573<div class="line"><a name="l00588"></a><span class="lineno"> 588</span>&#160; DATA_TYPE res = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(reduce2.s0, reduce2.s1);</div>
574<div class="line"><a name="l00589"></a><span class="lineno"> 589</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a>(res, sdata);</div>
575<div class="line"><a name="l00590"></a><span class="lineno"> 590</span>&#160;</div>
576<div class="line"><a name="l00591"></a><span class="lineno"> 591</span>&#160;<span class="preprocessor">#if defined(POOL_AVG) || defined(POOL_L2)</span></div>
577<div class="line"><a name="l00592"></a><span class="lineno"> 592</span>&#160;<span class="preprocessor"></span> <span class="comment">// Divide by pool region in case of average pooling</span></div>
578<div class="line"><a name="l00593"></a><span class="lineno"> 593</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f">DIV_OP</a>(res, <a class="code" href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a>(POOL_SIZE, MAX_WIDTH, MAX_HEIGHT, PAD_X, PAD_Y, STRIDE_X, STRIDE_Y));</div>
579<div class="line"><a name="l00594"></a><span class="lineno"> 594</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_AVG) || defined(POOL_L2) */</span><span class="preprocessor"></span></div>
580<div class="line"><a name="l00595"></a><span class="lineno"> 595</span>&#160;<span class="preprocessor"></span></div>
581<div class="line"><a name="l00596"></a><span class="lineno"> 596</span>&#160;<span class="preprocessor">#if defined(POOL_L2)</span></div>
582<div class="line"><a name="l00597"></a><span class="lineno"> 597</span>&#160;<span class="preprocessor"></span> <span class="comment">// Take square root of the result in L2 pooling</span></div>
583<div class="line"><a name="l00598"></a><span class="lineno"> 598</span>&#160; res = <a class="code" href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a>(res);</div>
584<div class="line"><a name="l00599"></a><span class="lineno"> 599</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* defined(POOL_L2) */</span><span class="preprocessor"></span></div>
585<div class="line"><a name="l00600"></a><span class="lineno"> 600</span>&#160;<span class="preprocessor"></span></div>
586<div class="line"><a name="l00601"></a><span class="lineno"> 601</span>&#160; <span class="comment">// Store result</span></div>
587<div class="line"><a name="l00602"></a><span class="lineno"> 602</span>&#160; *(__global DATA_TYPE *)output.<a class="code" href="struct_tensor3_d.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a> = res;</div>
588<div class="line"><a name="l00603"></a><span class="lineno"> 603</span>&#160;}</div>
589<div class="line"><a name="l00604"></a><span class="lineno"> 604</span>&#160;<span class="preprocessor">#endif // defined(POOL_SIZE)</span></div>
590<div class="ttc" id="pooling__layer_8cl_xhtml_a5db17889d824975fefb2ce2f4690637f"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a5db17889d824975fefb2ce2f4690637f">DIV_OP</a></div><div class="ttdeci">#define DIV_OP(x, y)</div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00060">pooling_layer.cl:60</a></div></div>
591<div class="ttc" id="pooling__layer_8cl_xhtml_a482ef7d59a5f474ca126e737c7f0978a"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a482ef7d59a5f474ca126e737c7f0978a">POOL_OP</a></div><div class="ttdeci">#define POOL_OP(x, y)</div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00049">pooling_layer.cl:49</a></div></div>
592<div class="ttc" id="pooling__layer_8cl_xhtml_a2d95de36199fd06803ffb62f5ff1df08"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a2d95de36199fd06803ffb62f5ff1df08">pooling_layer_2</a></div><div class="ttdeci">__kernel void pooling_layer_2(__global uchar *input_ptr, uint input_stride_x, uint input_step_x, uint input_stride_y, uint input_step_y, uint input_stride_z, uint input_step_z, uint input_offset_first_element_in_bytes, __global uchar *output_ptr, uint output_stride_x, uint output_step_x, uint output_stride_y, uint output_step_y, uint output_stride_z, uint output_step_z, uint output_offset_first_element_in_bytes)</div><div class="ttdoc">Performs a pooling function of pool size equal to 2. </div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00222">pooling_layer.cl:222</a></div></div>
593<div class="ttc" id="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail_xhtml_aabcf39e3917f842dbc5fbb0d802f24d5"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aabcf39e3917f842dbc5fbb0d802f24d5">arm_compute::test::fixed_point_arithmetic::detail::min</a></div><div class="ttdeci">fixed_point&lt; T &gt; min(fixed_point&lt; T &gt; x, fixed_point&lt; T &gt; y)</div><div class="ttdef"><b>Definition:</b> <a href="tests_2validation_2_fixed_point_8h_source.xhtml#l00884">FixedPoint.h:884</a></div></div>
594<div class="ttc" id="pooling__layer_8cl_xhtml_af5751970a4d8c62febdc6c63d6d4fd1d"><div class="ttname"><a href="pooling__layer_8cl.xhtml#af5751970a4d8c62febdc6c63d6d4fd1d">pooling_layer_3</a></div><div class="ttdeci">__kernel void pooling_layer_3(__global uchar *input_ptr, uint input_stride_x, uint input_step_x, uint input_stride_y, uint input_step_y, uint input_stride_z, uint input_step_z, uint input_offset_first_element_in_bytes, __global uchar *output_ptr, uint output_stride_x, uint output_step_x, uint output_stride_y, uint output_step_y, uint output_stride_z, uint output_step_z, uint output_offset_first_element_in_bytes)</div><div class="ttdoc">Performs a pooling function of pool size equal to 3. </div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00286">pooling_layer.cl:286</a></div></div>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame]595<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#l00111">helpers.h:111</a></div></div>
Anthony Barbier871448e2017-03-24 14:54:29 +0000[diff] [blame]596<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame]597<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#l00143">helpers.h:143</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]598<div class="ttc" id="pooling__layer_8cl_xhtml_a03898439d164d74f8c35bafb67262d95"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a03898439d164d74f8c35bafb67262d95">POW2_OP</a></div><div class="ttdeci">#define POW2_OP(x, vec_size)</div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00057">pooling_layer.cl:57</a></div></div>
Anthony Barbier871448e2017-03-24 14:54:29 +0000[diff] [blame]599<div class="ttc" id="helpers_8h_xhtml"><div class="ttname"><a href="helpers_8h.xhtml">helpers.h</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]600<div class="ttc" id="pooling__layer_8cl_xhtml_a46f86250bbe9f5a1cf6c060e72109546"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a46f86250bbe9f5a1cf6c060e72109546">pooling_layer_7</a></div><div class="ttdeci">__kernel void pooling_layer_7(__global uchar *input_ptr, uint input_stride_x, uint input_step_x, uint input_stride_y, uint input_step_y, uint input_stride_z, uint input_step_z, uint input_offset_first_element_in_bytes, __global uchar *output_ptr, uint output_stride_x, uint output_step_x, uint output_stride_y, uint output_step_y, uint output_stride_z, uint output_step_z, uint output_offset_first_element_in_bytes)</div><div class="ttdoc">Performs a pooling function of pool size equal to 7. </div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00424">pooling_layer.cl:424</a></div></div>
601<div class="ttc" id="fixed__point_8h_xhtml"><div class="ttname"><a href="fixed__point_8h.xhtml">fixed_point.h</a></div></div>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame]602<div class="ttc" id="helpers_8h_xhtml_a2101b2fe0193ce227ae4e0945e321d85"><div class="ttname"><a href="helpers_8h.xhtml#a2101b2fe0193ce227ae4e0945e321d85">tensor3D_offset</a></div><div class="ttdeci">__global const uchar * tensor3D_offset(const Tensor3D *tensor, int x, int y, int z)</div><div class="ttdoc">Get the pointer position of a Tensor3D. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00307">helpers.h:307</a></div></div>
603<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#l00068">helpers.h:68</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]604<div class="ttc" id="pooling__layer_8cl_xhtml_a89667fe8f529db8f7abc465f6476414b"><div class="ttname"><a href="pooling__layer_8cl.xhtml#a89667fe8f529db8f7abc465f6476414b">calculate_avg_scale</a></div><div class="ttdeci">DATA_TYPE calculate_avg_scale(const int pool_size, const int upper_bound_w, const int upper_bound_h, const int pad_x, const int pad_y, const int stride_x, const int stride_y)</div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00186">pooling_layer.cl:186</a></div></div>
605<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame]606<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#l00145">helpers.h:145</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]607<div class="ttc" id="pooling__layer_8cl_xhtml_ac9af19bec38fe50b4b9585c0e5c0ccca"><div class="ttname"><a href="pooling__layer_8cl.xhtml#ac9af19bec38fe50b4b9585c0e5c0ccca">SQRT_OP</a></div><div class="ttdeci">#define SQRT_OP(x)</div><div class="ttdef"><b>Definition:</b> <a href="pooling__layer_8cl_source.xhtml#l00061">pooling_layer.cl:61</a></div></div>
Anthony Barbier871448e2017-03-24 14:54:29 +0000[diff] [blame]608</div><!-- fragment --></div><!-- contents -->
609</div><!-- doc-content -->
610<!-- start footer part -->
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