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gerrit-public.fairphone.software / platform / external / ComputeLibrary / 8140e1e155d3430992fa46e04ef8938ff09ffd2d / . / documentation / batchnormalization__layer_8cl.xhtml
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Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]117<a href="#define-members">Macros</a> &#124;
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]118<a href="#func-members">Functions</a> </div>
119 <div class="headertitle">
120<div class="title">batchnormalization_layer.cl File Reference</div> </div>
121</div><!--header-->
122<div class="contents">
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]123<div class="textblock"><code>#include &quot;<a class="el" href="helpers_8h_source.xhtml">helpers.h</a>&quot;</code><br />
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]124</div>
125<p><a href="batchnormalization__layer_8cl_source.xhtml">Go to the source code of this file.</a></p>
126<table class="memberdecls">
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]127<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="define-members"></a>
128Macros</h2></td></tr>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]129<tr class="memitem:aebbeb1f22eca3a3f4c3e019e8f419f39"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(a, b)&#160;&#160;&#160;((a) + (b))</td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]130<tr class="separator:aebbeb1f22eca3a3f4c3e019e8f419f39"><td class="memSeparator" colspan="2">&#160;</td></tr>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]131<tr class="memitem:ad778425e4131c4731f17d7e6e3499a07"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(a, b)&#160;&#160;&#160;((a) - (b))</td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]132<tr class="separator:ad778425e4131c4731f17d7e6e3499a07"><td class="memSeparator" colspan="2">&#160;</td></tr>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]133<tr class="memitem:ad3cc858846806e6b1d3694b9d0a2e6da"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(a, b)&#160;&#160;&#160;((a) * (b))</td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]134<tr class="separator:ad3cc858846806e6b1d3694b9d0a2e6da"><td class="memSeparator" colspan="2">&#160;</td></tr>
135<tr class="memitem:acbe0869c7899bc8d9f0e91a6249fa970"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a>(a)&#160;&#160;&#160;rsqrt((a))</td></tr>
136<tr class="separator:acbe0869c7899bc8d9f0e91a6249fa970"><td class="memSeparator" colspan="2">&#160;</td></tr>
137<tr class="memitem:a107d847044e677b01e9bd3d5251b39d9"><td class="memItemLeft" align="right" valign="top">#define&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(a)&#160;&#160;&#160;(a)</td></tr>
138<tr class="separator:a107d847044e677b01e9bd3d5251b39d9"><td class="memSeparator" colspan="2">&#160;</td></tr>
139</table><table class="memberdecls">
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]140<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
141Functions</h2></td></tr>
142<tr class="memitem:a38320a1607c05acba75c51c0fb3aec38"><td class="memItemLeft" align="right" valign="top">__kernel void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="batchnormalization__layer_8cl.xhtml#a38320a1607c05acba75c51c0fb3aec38">batchnormalization_layer</a> (__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, __global uchar *mean_ptr, uint mean_stride_x, uint mean_step_x, uint mean_offset_first_element_in_bytes, __global uchar *var_ptr, uint var_stride_x, uint var_step_x, uint var_offset_first_element_in_bytes, __global uchar *beta_ptr, uint beta_stride_x, uint beta_step_x, uint beta_offset_first_element_in_bytes, __global uchar *gamma_ptr, uint gamma_stride_x, uint gamma_step_x, uint gamma_offset_first_element_in_bytes, float epsilon)</td></tr>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]143<tr class="memdesc:a38320a1607c05acba75c51c0fb3aec38"><td class="mdescLeft">&#160;</td><td class="mdescRight">Apply batch normalization. <a href="#a38320a1607c05acba75c51c0fb3aec38">More...</a><br /></td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]144<tr class="separator:a38320a1607c05acba75c51c0fb3aec38"><td class="memSeparator" colspan="2">&#160;</td></tr>
145</table>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]146<h2 class="groupheader">Macro Definition Documentation</h2>
147<a class="anchor" id="aebbeb1f22eca3a3f4c3e019e8f419f39"></a>
148<div class="memitem">
149<div class="memproto">
150 <table class="memname">
151 <tr>
152 <td class="memname">#define ADD_OP</td>
153 <td>(</td>
154 <td class="paramtype">&#160;</td>
155 <td class="paramname">a, </td>
156 </tr>
157 <tr>
158 <td class="paramkey"></td>
159 <td></td>
160 <td class="paramtype">&#160;</td>
161 <td class="paramname">b&#160;</td>
162 </tr>
163 <tr>
164 <td></td>
165 <td>)</td>
166 <td></td><td>&#160;&#160;&#160;((a) + (b))</td>
167 </tr>
168 </table>
169</div><div class="memdoc">
170
171<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00037">37</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
172
173<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
174
175</div>
176</div>
177<a class="anchor" id="acbe0869c7899bc8d9f0e91a6249fa970"></a>
178<div class="memitem">
179<div class="memproto">
180 <table class="memname">
181 <tr>
182 <td class="memname">#define INVSQRT_OP</td>
183 <td>(</td>
184 <td class="paramtype">&#160;</td>
185 <td class="paramname">a</td><td>)</td>
186 <td>&#160;&#160;&#160;rsqrt((a))</td>
187 </tr>
188 </table>
189</div><div class="memdoc">
190
191<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00040">40</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
192
193<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
194
195</div>
196</div>
197<a class="anchor" id="ad3cc858846806e6b1d3694b9d0a2e6da"></a>
198<div class="memitem">
199<div class="memproto">
200 <table class="memname">
201 <tr>
202 <td class="memname">#define MUL_OP</td>
203 <td>(</td>
204 <td class="paramtype">&#160;</td>
205 <td class="paramname">a, </td>
206 </tr>
207 <tr>
208 <td class="paramkey"></td>
209 <td></td>
210 <td class="paramtype">&#160;</td>
211 <td class="paramname">b&#160;</td>
212 </tr>
213 <tr>
214 <td></td>
215 <td>)</td>
216 <td></td><td>&#160;&#160;&#160;((a) * (b))</td>
217 </tr>
218 </table>
219</div><div class="memdoc">
220
221<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00039">39</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
222
223<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
224
225</div>
226</div>
227<a class="anchor" id="a107d847044e677b01e9bd3d5251b39d9"></a>
228<div class="memitem">
229<div class="memproto">
230 <table class="memname">
231 <tr>
232 <td class="memname">#define SQCVT_SAT</td>
233 <td>(</td>
234 <td class="paramtype">&#160;</td>
235 <td class="paramname">a</td><td>)</td>
236 <td>&#160;&#160;&#160;(a)</td>
237 </tr>
238 </table>
239</div><div class="memdoc">
240
241<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00041">41</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
242
243<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
244
245</div>
246</div>
247<a class="anchor" id="ad778425e4131c4731f17d7e6e3499a07"></a>
248<div class="memitem">
249<div class="memproto">
250 <table class="memname">
251 <tr>
252 <td class="memname">#define SUB_OP</td>
253 <td>(</td>
254 <td class="paramtype">&#160;</td>
255 <td class="paramname">a, </td>
256 </tr>
257 <tr>
258 <td class="paramkey"></td>
259 <td></td>
260 <td class="paramtype">&#160;</td>
261 <td class="paramname">b&#160;</td>
262 </tr>
263 <tr>
264 <td></td>
265 <td>)</td>
266 <td></td><td>&#160;&#160;&#160;((a) - (b))</td>
267 </tr>
268 </table>
269</div><div class="memdoc">
270
271<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00038">38</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
272
273<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
274
275</div>
276</div>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]277<h2 class="groupheader">Function Documentation</h2>
278<a class="anchor" id="a38320a1607c05acba75c51c0fb3aec38"></a>
279<div class="memitem">
280<div class="memproto">
281 <table class="memname">
282 <tr>
283 <td class="memname">__kernel void batchnormalization_layer </td>
284 <td>(</td>
285 <td class="paramtype">__global uchar *&#160;</td>
286 <td class="paramname"><em>input_ptr</em>, </td>
287 </tr>
288 <tr>
289 <td class="paramkey"></td>
290 <td></td>
291 <td class="paramtype">uint&#160;</td>
292 <td class="paramname"><em>input_stride_x</em>, </td>
293 </tr>
294 <tr>
295 <td class="paramkey"></td>
296 <td></td>
297 <td class="paramtype">uint&#160;</td>
298 <td class="paramname"><em>input_step_x</em>, </td>
299 </tr>
300 <tr>
301 <td class="paramkey"></td>
302 <td></td>
303 <td class="paramtype">uint&#160;</td>
304 <td class="paramname"><em>input_stride_y</em>, </td>
305 </tr>
306 <tr>
307 <td class="paramkey"></td>
308 <td></td>
309 <td class="paramtype">uint&#160;</td>
310 <td class="paramname"><em>input_step_y</em>, </td>
311 </tr>
312 <tr>
313 <td class="paramkey"></td>
314 <td></td>
315 <td class="paramtype">uint&#160;</td>
316 <td class="paramname"><em>input_stride_z</em>, </td>
317 </tr>
318 <tr>
319 <td class="paramkey"></td>
320 <td></td>
321 <td class="paramtype">uint&#160;</td>
322 <td class="paramname"><em>input_step_z</em>, </td>
323 </tr>
324 <tr>
325 <td class="paramkey"></td>
326 <td></td>
327 <td class="paramtype">uint&#160;</td>
328 <td class="paramname"><em>input_offset_first_element_in_bytes</em>, </td>
329 </tr>
330 <tr>
331 <td class="paramkey"></td>
332 <td></td>
333 <td class="paramtype">__global uchar *&#160;</td>
334 <td class="paramname"><em>output_ptr</em>, </td>
335 </tr>
336 <tr>
337 <td class="paramkey"></td>
338 <td></td>
339 <td class="paramtype">uint&#160;</td>
340 <td class="paramname"><em>output_stride_x</em>, </td>
341 </tr>
342 <tr>
343 <td class="paramkey"></td>
344 <td></td>
345 <td class="paramtype">uint&#160;</td>
346 <td class="paramname"><em>output_step_x</em>, </td>
347 </tr>
348 <tr>
349 <td class="paramkey"></td>
350 <td></td>
351 <td class="paramtype">uint&#160;</td>
352 <td class="paramname"><em>output_stride_y</em>, </td>
353 </tr>
354 <tr>
355 <td class="paramkey"></td>
356 <td></td>
357 <td class="paramtype">uint&#160;</td>
358 <td class="paramname"><em>output_step_y</em>, </td>
359 </tr>
360 <tr>
361 <td class="paramkey"></td>
362 <td></td>
363 <td class="paramtype">uint&#160;</td>
364 <td class="paramname"><em>output_stride_z</em>, </td>
365 </tr>
366 <tr>
367 <td class="paramkey"></td>
368 <td></td>
369 <td class="paramtype">uint&#160;</td>
370 <td class="paramname"><em>output_step_z</em>, </td>
371 </tr>
372 <tr>
373 <td class="paramkey"></td>
374 <td></td>
375 <td class="paramtype">uint&#160;</td>
376 <td class="paramname"><em>output_offset_first_element_in_bytes</em>, </td>
377 </tr>
378 <tr>
379 <td class="paramkey"></td>
380 <td></td>
381 <td class="paramtype">__global uchar *&#160;</td>
382 <td class="paramname"><em>mean_ptr</em>, </td>
383 </tr>
384 <tr>
385 <td class="paramkey"></td>
386 <td></td>
387 <td class="paramtype">uint&#160;</td>
388 <td class="paramname"><em>mean_stride_x</em>, </td>
389 </tr>
390 <tr>
391 <td class="paramkey"></td>
392 <td></td>
393 <td class="paramtype">uint&#160;</td>
394 <td class="paramname"><em>mean_step_x</em>, </td>
395 </tr>
396 <tr>
397 <td class="paramkey"></td>
398 <td></td>
399 <td class="paramtype">uint&#160;</td>
400 <td class="paramname"><em>mean_offset_first_element_in_bytes</em>, </td>
401 </tr>
402 <tr>
403 <td class="paramkey"></td>
404 <td></td>
405 <td class="paramtype">__global uchar *&#160;</td>
406 <td class="paramname"><em>var_ptr</em>, </td>
407 </tr>
408 <tr>
409 <td class="paramkey"></td>
410 <td></td>
411 <td class="paramtype">uint&#160;</td>
412 <td class="paramname"><em>var_stride_x</em>, </td>
413 </tr>
414 <tr>
415 <td class="paramkey"></td>
416 <td></td>
417 <td class="paramtype">uint&#160;</td>
418 <td class="paramname"><em>var_step_x</em>, </td>
419 </tr>
420 <tr>
421 <td class="paramkey"></td>
422 <td></td>
423 <td class="paramtype">uint&#160;</td>
424 <td class="paramname"><em>var_offset_first_element_in_bytes</em>, </td>
425 </tr>
426 <tr>
427 <td class="paramkey"></td>
428 <td></td>
429 <td class="paramtype">__global uchar *&#160;</td>
430 <td class="paramname"><em>beta_ptr</em>, </td>
431 </tr>
432 <tr>
433 <td class="paramkey"></td>
434 <td></td>
435 <td class="paramtype">uint&#160;</td>
436 <td class="paramname"><em>beta_stride_x</em>, </td>
437 </tr>
438 <tr>
439 <td class="paramkey"></td>
440 <td></td>
441 <td class="paramtype">uint&#160;</td>
442 <td class="paramname"><em>beta_step_x</em>, </td>
443 </tr>
444 <tr>
445 <td class="paramkey"></td>
446 <td></td>
447 <td class="paramtype">uint&#160;</td>
448 <td class="paramname"><em>beta_offset_first_element_in_bytes</em>, </td>
449 </tr>
450 <tr>
451 <td class="paramkey"></td>
452 <td></td>
453 <td class="paramtype">__global uchar *&#160;</td>
454 <td class="paramname"><em>gamma_ptr</em>, </td>
455 </tr>
456 <tr>
457 <td class="paramkey"></td>
458 <td></td>
459 <td class="paramtype">uint&#160;</td>
460 <td class="paramname"><em>gamma_stride_x</em>, </td>
461 </tr>
462 <tr>
463 <td class="paramkey"></td>
464 <td></td>
465 <td class="paramtype">uint&#160;</td>
466 <td class="paramname"><em>gamma_step_x</em>, </td>
467 </tr>
468 <tr>
469 <td class="paramkey"></td>
470 <td></td>
471 <td class="paramtype">uint&#160;</td>
472 <td class="paramname"><em>gamma_offset_first_element_in_bytes</em>, </td>
473 </tr>
474 <tr>
475 <td class="paramkey"></td>
476 <td></td>
477 <td class="paramtype">float&#160;</td>
478 <td class="paramname"><em>epsilon</em>&#160;</td>
479 </tr>
480 <tr>
481 <td></td>
482 <td>)</td>
483 <td></td><td></td>
484 </tr>
485 </table>
486</div><div class="memdoc">
487
488<p>Apply batch normalization. </p>
489<dl class="params"><dt>Parameters</dt><dd>
490 <table class="params">
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame]491 <tr><td class="paramdir">[in]</td><td class="paramname">input_ptr</td><td>Pointer to the first source tensor. Supported data types: QS8/QS16/F16/F32 </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]492 <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_x</td><td>Stride of the first source tensor in X dimension (in bytes) </td></tr>
493 <tr><td class="paramdir">[in]</td><td class="paramname">input_step_x</td><td>input_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
494 <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_y</td><td>Stride of the first source tensor in Y dimension (in bytes) </td></tr>
495 <tr><td class="paramdir">[in]</td><td class="paramname">input_step_y</td><td>input_stride_y * number of elements along Y processed per workitem(in bytes) </td></tr>
496 <tr><td class="paramdir">[in]</td><td class="paramname">input_stride_z</td><td>Stride of the first source tensor in Z dimension (in bytes) </td></tr>
497 <tr><td class="paramdir">[in]</td><td class="paramname">input_step_z</td><td>input_stride_z * number of elements along Z processed per workitem(in bytes) </td></tr>
498 <tr><td class="paramdir">[in]</td><td class="paramname">input_offset_first_element_in_bytes</td><td>The offset of the first element in the first source tensor </td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]499 <tr><td class="paramdir">[out]</td><td class="paramname">output_ptr</td><td>Pointer to the destination tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]500 <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_x</td><td>Stride of the destination tensor in X dimension (in bytes) </td></tr>
501 <tr><td class="paramdir">[in]</td><td class="paramname">output_step_x</td><td>output_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
502 <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_y</td><td>Stride of the destination tensor in Y dimension (in bytes) </td></tr>
503 <tr><td class="paramdir">[in]</td><td class="paramname">output_step_y</td><td>output_stride_y * number of elements along Y processed per workitem(in bytes) </td></tr>
504 <tr><td class="paramdir">[in]</td><td class="paramname">output_stride_z</td><td>Stride of the destination tensor in Z dimension (in bytes) </td></tr>
505 <tr><td class="paramdir">[in]</td><td class="paramname">output_step_z</td><td>output_stride_z * number of elements along Z processed per workitem(in bytes) </td></tr>
506 <tr><td class="paramdir">[in]</td><td class="paramname">output_offset_first_element_in_bytes</td><td>The offset of the first element in the destination tensor </td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]507 <tr><td class="paramdir">[in]</td><td class="paramname">mean_ptr</td><td>Pointer to the mean source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]508 <tr><td class="paramdir">[in]</td><td class="paramname">mean_stride_x</td><td>Stride of the mean source tensor in X dimension (in bytes) </td></tr>
509 <tr><td class="paramdir">[in]</td><td class="paramname">mean_step_x</td><td>mean_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
510 <tr><td class="paramdir">[in]</td><td class="paramname">mean_offset_first_element_in_bytes</td><td>The offset of the first element in the mean source tensor </td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]511 <tr><td class="paramdir">[in]</td><td class="paramname">var_ptr</td><td>Pointer to the var tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]512 <tr><td class="paramdir">[in]</td><td class="paramname">var_stride_x</td><td>Stride of the var tensor in X dimension (in bytes) </td></tr>
513 <tr><td class="paramdir">[in]</td><td class="paramname">var_step_x</td><td>var_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
514 <tr><td class="paramdir">[in]</td><td class="paramname">var_offset_first_element_in_bytes</td><td>The offset of the first element in the var source tensor </td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]515 <tr><td class="paramdir">[in]</td><td class="paramname">beta_ptr</td><td>Pointer to the beta source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]516 <tr><td class="paramdir">[in]</td><td class="paramname">beta_stride_x</td><td>Stride of the beta source tensor in X dimension (in bytes) </td></tr>
517 <tr><td class="paramdir">[in]</td><td class="paramname">beta_step_x</td><td>beta_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
518 <tr><td class="paramdir">[in]</td><td class="paramname">beta_offset_first_element_in_bytes</td><td>The offset of the first element in the beta source tensor </td></tr>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]519 <tr><td class="paramdir">[in]</td><td class="paramname">gamma_ptr</td><td>Pointer to the gamma source tensor. Supported data types: same as <code>input_ptr</code> </td></tr>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]520 <tr><td class="paramdir">[in]</td><td class="paramname">gamma_stride_x</td><td>Stride of the gamma source tensor in X dimension (in bytes) </td></tr>
521 <tr><td class="paramdir">[in]</td><td class="paramname">gamma_step_x</td><td>gamma_stride_x * number of elements along X processed per workitem(in bytes) </td></tr>
522 <tr><td class="paramdir">[in]</td><td class="paramname">gamma_offset_first_element_in_bytes</td><td>The offset of the first element in the gamma source tensor </td></tr>
523 <tr><td class="paramdir">[in]</td><td class="paramname">epsilon</td><td>Epsilon parameter in the batch normalization equation </td></tr>
524 </table>
525 </dd>
526</dl>
527
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]528<p>Definition at line <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">81</a> of file <a class="el" href="batchnormalization__layer_8cl_source.xhtml">batchnormalization_layer.cl</a>.</p>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]529
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]530<p>References <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00037">ADD_OP</a>, <a class="el" href="validation_2_n_e_o_n_2_g_e_m_m_8cpp_source.xhtml#l00109">arm_compute::test::validation::beta</a>, <a class="el" href="helpers_8h_source.xhtml#l00117">CONVERT_TO_TENSOR3D_STRUCT</a>, <a class="el" href="helpers_8h_source.xhtml#l00096">CONVERT_TO_VECTOR_STRUCT</a>, <a class="el" href="convolution3x3_8cl_source.xhtml#l00027">DATA_TYPE</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00040">INVSQRT_OP</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00039">MUL_OP</a>, <a class="el" href="helpers_8h_source.xhtml#l00134">Vector::ptr</a>, <a class="el" href="helpers_8h_source.xhtml#l00151">Tensor3D::ptr</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00041">SQCVT_SAT</a>, <a class="el" href="helpers_8h_source.xhtml#l00136">Vector::stride_x</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00038">SUB_OP</a>, <a class="el" href="fixed__point_8h_source.xhtml#l00093">VEC_DATA_TYPE</a>, <a class="el" href="helpers_8h_source.xhtml#l00040">VLOAD</a>, and <a class="el" href="helpers_8h_source.xhtml#l00043">VSTORE</a>.</p>
531<div class="fragment"><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;{</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> in = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(input);</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="preprocessor">#ifdef IN_PLACE</span></div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = in;</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160;<span class="preprocessor">#else </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160; <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = <a class="code" href="helpers_8h.xhtml#a31c8c760f08fb1a331b16b7c204321dc">CONVERT_TO_TENSOR3D_STRUCT</a>(output);</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;<span class="preprocessor">#endif </span><span class="comment">/* IN_PLACE */</span><span class="preprocessor"></span></div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> mean = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(mean);</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> var = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(var);</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#ab146b9cbab6e73e7588b240dc709fe01">beta</a> = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(beta);</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> gamma = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(gamma);</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160; data = 0;</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(<a class="code" href="convolution3x3_8cl.xhtml#afb8c72ce35c4a1f4a2588d6573e54aa1">DATA_TYPE</a>, VEC_SIZE)</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160; denominator = 0;</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; numerator = 0;</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; x_bar = 0;</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160; gamma_vec = 0;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; <a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE)</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; beta_vec = 0;</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160; const <span class="keywordtype">int</span> current_slice = get_global_id(2);</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160;</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160; data = <a class="code" href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a>(VEC_SIZE)(0, (__global DATA_TYPE *)in.ptr);</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160; denominator = *((__global DATA_TYPE *)(var.ptr + current_slice * var.stride_x));</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; denominator = <a class="code" href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a>(<a class="code" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(denominator, ((<a class="code" href="fixed__point_8h.xhtml#a36f754c05b6fddf6df0d8d0a74f8159f">VEC_DATA_TYPE</a>(DATA_TYPE, VEC_SIZE))<a class="code" href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a>(epsilon))));</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; <span class="comment">// Calculate x bar and store results</span></div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; numerator = *((__global DATA_TYPE *)(mean.ptr + current_slice * mean.stride_x));</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160; numerator = <a class="code" href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a>(data, numerator);</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160; x_bar = <a class="code" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(numerator, denominator);</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160;</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; gamma_vec = *((__global DATA_TYPE *)(gamma.ptr + current_slice * beta.stride_x));</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160; beta_vec = *((__global DATA_TYPE *)(beta.ptr + current_slice * beta.stride_x));</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160; <a class="code" href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a>(VEC_SIZE)</div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160; (<a class="code" href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a>(<a class="code" href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a>(gamma_vec, x_bar), beta_vec), 0, (__global DATA_TYPE *)out.ptr);</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160;}</div><div class="ttc" id="struct_vector_xhtml"><div class="ttname"><a href="struct_vector.xhtml">Vector</a></div><div class="ttdoc">Structure to hold Vector information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00132">helpers.h:132</a></div></div>
532<div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_ab146b9cbab6e73e7588b240dc709fe01"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#ab146b9cbab6e73e7588b240dc709fe01">arm_compute::test::validation::beta</a></div><div class="ttdeci">beta</div><div class="ttdef"><b>Definition:</b> <a href="validation_2_n_e_o_n_2_g_e_m_m_8cpp_source.xhtml#l00109">GEMM.cpp:109</a></div></div>
533<div class="ttc" id="helpers_8h_xhtml_a287e2fc366c312b468382c95bb90f91f"><div class="ttname"><a href="helpers_8h.xhtml#a287e2fc366c312b468382c95bb90f91f">VLOAD</a></div><div class="ttdeci">#define VLOAD(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00040">helpers.h:40</a></div></div>
534<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#l00117">helpers.h:117</a></div></div>
535<div class="ttc" id="helpers_8h_xhtml_a527bfdf5eeb306f1cf01c4a8e29f38e0"><div class="ttname"><a href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a></div><div class="ttdeci">#define CONVERT_TO_VECTOR_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00096">helpers.h:96</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]536<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>
537<div class="ttc" id="batchnormalization__layer_8cl_xhtml_ad778425e4131c4731f17d7e6e3499a07"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#ad778425e4131c4731f17d7e6e3499a07">SUB_OP</a></div><div class="ttdeci">#define SUB_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00038">batchnormalization_layer.cl:38</a></div></div>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]538<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#l00149">helpers.h:149</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]539<div class="ttc" id="batchnormalization__layer_8cl_xhtml_acbe0869c7899bc8d9f0e91a6249fa970"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#acbe0869c7899bc8d9f0e91a6249fa970">INVSQRT_OP</a></div><div class="ttdeci">#define INVSQRT_OP(a)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00040">batchnormalization_layer.cl:40</a></div></div>
Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]540<div class="ttc" id="helpers_8h_xhtml_acb282042d1edeeaa3cc979a206f78b54"><div class="ttname"><a href="helpers_8h.xhtml#acb282042d1edeeaa3cc979a206f78b54">VSTORE</a></div><div class="ttdeci">#define VSTORE(size)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00043">helpers.h:43</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]541<div class="ttc" id="batchnormalization__layer_8cl_xhtml_ad3cc858846806e6b1d3694b9d0a2e6da"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#ad3cc858846806e6b1d3694b9d0a2e6da">MUL_OP</a></div><div class="ttdeci">#define MUL_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00039">batchnormalization_layer.cl:39</a></div></div>
542<div class="ttc" id="batchnormalization__layer_8cl_xhtml_aebbeb1f22eca3a3f4c3e019e8f419f39"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#aebbeb1f22eca3a3f4c3e019e8f419f39">ADD_OP</a></div><div class="ttdeci">#define ADD_OP(a, b)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00037">batchnormalization_layer.cl:37</a></div></div>
543<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>
544<div class="ttc" id="batchnormalization__layer_8cl_xhtml_a107d847044e677b01e9bd3d5251b39d9"><div class="ttname"><a href="batchnormalization__layer_8cl.xhtml#a107d847044e677b01e9bd3d5251b39d9">SQCVT_SAT</a></div><div class="ttdeci">#define SQCVT_SAT(a)</div><div class="ttdef"><b>Definition:</b> <a href="batchnormalization__layer_8cl_source.xhtml#l00041">batchnormalization_layer.cl:41</a></div></div>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]545</div><!-- fragment -->
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Anthony Barbier8140e1e2017-12-14 23:48:46 +0000[diff] [blame^]556 <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.11 </li>
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