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gerrit-public.fairphone.software / platform / external / ComputeLibrary / bf8b01dfbfdca124673ade33c5eac8f3748d7abd / . / documentation / batchnormalization__layer_8cl.xhtml
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Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]116<a href="#func-members">Functions</a> </div>
117 <div class="headertitle">
118<div class="title">batchnormalization_layer.cl File Reference</div> </div>
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120<div class="contents">
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]121<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]122</div>
123<p><a href="batchnormalization__layer_8cl_source.xhtml">Go to the source code of this file.</a></p>
124<table class="memberdecls">
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]125<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="define-members"></a>
126Macros</h2></td></tr>
127<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>
128<tr class="separator:aebbeb1f22eca3a3f4c3e019e8f419f39"><td class="memSeparator" colspan="2">&#160;</td></tr>
129<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>
130<tr class="separator:ad778425e4131c4731f17d7e6e3499a07"><td class="memSeparator" colspan="2">&#160;</td></tr>
131<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>
132<tr class="separator:ad3cc858846806e6b1d3694b9d0a2e6da"><td class="memSeparator" colspan="2">&#160;</td></tr>
133<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>
134<tr class="separator:acbe0869c7899bc8d9f0e91a6249fa970"><td class="memSeparator" colspan="2">&#160;</td></tr>
135<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>
136<tr class="separator:a107d847044e677b01e9bd3d5251b39d9"><td class="memSeparator" colspan="2">&#160;</td></tr>
137</table><table class="memberdecls">
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]138<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
139Functions</h2></td></tr>
140<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>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]141<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]142<tr class="separator:a38320a1607c05acba75c51c0fb3aec38"><td class="memSeparator" colspan="2">&#160;</td></tr>
143</table>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]144<h2 class="groupheader">Macro Definition Documentation</h2>
145<a class="anchor" id="aebbeb1f22eca3a3f4c3e019e8f419f39"></a>
146<div class="memitem">
147<div class="memproto">
148 <table class="memname">
149 <tr>
150 <td class="memname">#define ADD_OP</td>
151 <td>(</td>
152 <td class="paramtype">&#160;</td>
153 <td class="paramname">a, </td>
154 </tr>
155 <tr>
156 <td class="paramkey"></td>
157 <td></td>
158 <td class="paramtype">&#160;</td>
159 <td class="paramname">b&#160;</td>
160 </tr>
161 <tr>
162 <td></td>
163 <td>)</td>
164 <td></td><td>&#160;&#160;&#160;((a) + (b))</td>
165 </tr>
166 </table>
167</div><div class="memdoc">
168
169<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>
170
171<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
172
173</div>
174</div>
175<a class="anchor" id="acbe0869c7899bc8d9f0e91a6249fa970"></a>
176<div class="memitem">
177<div class="memproto">
178 <table class="memname">
179 <tr>
180 <td class="memname">#define INVSQRT_OP</td>
181 <td>(</td>
182 <td class="paramtype">&#160;</td>
183 <td class="paramname">a</td><td>)</td>
184 <td>&#160;&#160;&#160;rsqrt((a))</td>
185 </tr>
186 </table>
187</div><div class="memdoc">
188
189<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>
190
191<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
192
193</div>
194</div>
195<a class="anchor" id="ad3cc858846806e6b1d3694b9d0a2e6da"></a>
196<div class="memitem">
197<div class="memproto">
198 <table class="memname">
199 <tr>
200 <td class="memname">#define MUL_OP</td>
201 <td>(</td>
202 <td class="paramtype">&#160;</td>
203 <td class="paramname">a, </td>
204 </tr>
205 <tr>
206 <td class="paramkey"></td>
207 <td></td>
208 <td class="paramtype">&#160;</td>
209 <td class="paramname">b&#160;</td>
210 </tr>
211 <tr>
212 <td></td>
213 <td>)</td>
214 <td></td><td>&#160;&#160;&#160;((a) * (b))</td>
215 </tr>
216 </table>
217</div><div class="memdoc">
218
219<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>
220
221<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
222
223</div>
224</div>
225<a class="anchor" id="a107d847044e677b01e9bd3d5251b39d9"></a>
226<div class="memitem">
227<div class="memproto">
228 <table class="memname">
229 <tr>
230 <td class="memname">#define SQCVT_SAT</td>
231 <td>(</td>
232 <td class="paramtype">&#160;</td>
233 <td class="paramname">a</td><td>)</td>
234 <td>&#160;&#160;&#160;(a)</td>
235 </tr>
236 </table>
237</div><div class="memdoc">
238
239<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>
240
241<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
242
243</div>
244</div>
245<a class="anchor" id="ad778425e4131c4731f17d7e6e3499a07"></a>
246<div class="memitem">
247<div class="memproto">
248 <table class="memname">
249 <tr>
250 <td class="memname">#define SUB_OP</td>
251 <td>(</td>
252 <td class="paramtype">&#160;</td>
253 <td class="paramname">a, </td>
254 </tr>
255 <tr>
256 <td class="paramkey"></td>
257 <td></td>
258 <td class="paramtype">&#160;</td>
259 <td class="paramname">b&#160;</td>
260 </tr>
261 <tr>
262 <td></td>
263 <td>)</td>
264 <td></td><td>&#160;&#160;&#160;((a) - (b))</td>
265 </tr>
266 </table>
267</div><div class="memdoc">
268
269<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>
270
271<p>Referenced by <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00081">batchnormalization_layer()</a>.</p>
272
273</div>
274</div>
Anthony Barbierdbdab852017-06-23 15:42:00 +0100[diff] [blame]275<h2 class="groupheader">Function Documentation</h2>
276<a class="anchor" id="a38320a1607c05acba75c51c0fb3aec38"></a>
277<div class="memitem">
278<div class="memproto">
279 <table class="memname">
280 <tr>
281 <td class="memname">__kernel void batchnormalization_layer </td>
282 <td>(</td>
283 <td class="paramtype">__global uchar *&#160;</td>
284 <td class="paramname"><em>input_ptr</em>, </td>
285 </tr>
286 <tr>
287 <td class="paramkey"></td>
288 <td></td>
289 <td class="paramtype">uint&#160;</td>
290 <td class="paramname"><em>input_stride_x</em>, </td>
291 </tr>
292 <tr>
293 <td class="paramkey"></td>
294 <td></td>
295 <td class="paramtype">uint&#160;</td>
296 <td class="paramname"><em>input_step_x</em>, </td>
297 </tr>
298 <tr>
299 <td class="paramkey"></td>
300 <td></td>
301 <td class="paramtype">uint&#160;</td>
302 <td class="paramname"><em>input_stride_y</em>, </td>
303 </tr>
304 <tr>
305 <td class="paramkey"></td>
306 <td></td>
307 <td class="paramtype">uint&#160;</td>
308 <td class="paramname"><em>input_step_y</em>, </td>
309 </tr>
310 <tr>
311 <td class="paramkey"></td>
312 <td></td>
313 <td class="paramtype">uint&#160;</td>
314 <td class="paramname"><em>input_stride_z</em>, </td>
315 </tr>
316 <tr>
317 <td class="paramkey"></td>
318 <td></td>
319 <td class="paramtype">uint&#160;</td>
320 <td class="paramname"><em>input_step_z</em>, </td>
321 </tr>
322 <tr>
323 <td class="paramkey"></td>
324 <td></td>
325 <td class="paramtype">uint&#160;</td>
326 <td class="paramname"><em>input_offset_first_element_in_bytes</em>, </td>
327 </tr>
328 <tr>
329 <td class="paramkey"></td>
330 <td></td>
331 <td class="paramtype">__global uchar *&#160;</td>
332 <td class="paramname"><em>output_ptr</em>, </td>
333 </tr>
334 <tr>
335 <td class="paramkey"></td>
336 <td></td>
337 <td class="paramtype">uint&#160;</td>
338 <td class="paramname"><em>output_stride_x</em>, </td>
339 </tr>
340 <tr>
341 <td class="paramkey"></td>
342 <td></td>
343 <td class="paramtype">uint&#160;</td>
344 <td class="paramname"><em>output_step_x</em>, </td>
345 </tr>
346 <tr>
347 <td class="paramkey"></td>
348 <td></td>
349 <td class="paramtype">uint&#160;</td>
350 <td class="paramname"><em>output_stride_y</em>, </td>
351 </tr>
352 <tr>
353 <td class="paramkey"></td>
354 <td></td>
355 <td class="paramtype">uint&#160;</td>
356 <td class="paramname"><em>output_step_y</em>, </td>
357 </tr>
358 <tr>
359 <td class="paramkey"></td>
360 <td></td>
361 <td class="paramtype">uint&#160;</td>
362 <td class="paramname"><em>output_stride_z</em>, </td>
363 </tr>
364 <tr>
365 <td class="paramkey"></td>
366 <td></td>
367 <td class="paramtype">uint&#160;</td>
368 <td class="paramname"><em>output_step_z</em>, </td>
369 </tr>
370 <tr>
371 <td class="paramkey"></td>
372 <td></td>
373 <td class="paramtype">uint&#160;</td>
374 <td class="paramname"><em>output_offset_first_element_in_bytes</em>, </td>
375 </tr>
376 <tr>
377 <td class="paramkey"></td>
378 <td></td>
379 <td class="paramtype">__global uchar *&#160;</td>
380 <td class="paramname"><em>mean_ptr</em>, </td>
381 </tr>
382 <tr>
383 <td class="paramkey"></td>
384 <td></td>
385 <td class="paramtype">uint&#160;</td>
386 <td class="paramname"><em>mean_stride_x</em>, </td>
387 </tr>
388 <tr>
389 <td class="paramkey"></td>
390 <td></td>
391 <td class="paramtype">uint&#160;</td>
392 <td class="paramname"><em>mean_step_x</em>, </td>
393 </tr>
394 <tr>
395 <td class="paramkey"></td>
396 <td></td>
397 <td class="paramtype">uint&#160;</td>
398 <td class="paramname"><em>mean_offset_first_element_in_bytes</em>, </td>
399 </tr>
400 <tr>
401 <td class="paramkey"></td>
402 <td></td>
403 <td class="paramtype">__global uchar *&#160;</td>
404 <td class="paramname"><em>var_ptr</em>, </td>
405 </tr>
406 <tr>
407 <td class="paramkey"></td>
408 <td></td>
409 <td class="paramtype">uint&#160;</td>
410 <td class="paramname"><em>var_stride_x</em>, </td>
411 </tr>
412 <tr>
413 <td class="paramkey"></td>
414 <td></td>
415 <td class="paramtype">uint&#160;</td>
416 <td class="paramname"><em>var_step_x</em>, </td>
417 </tr>
418 <tr>
419 <td class="paramkey"></td>
420 <td></td>
421 <td class="paramtype">uint&#160;</td>
422 <td class="paramname"><em>var_offset_first_element_in_bytes</em>, </td>
423 </tr>
424 <tr>
425 <td class="paramkey"></td>
426 <td></td>
427 <td class="paramtype">__global uchar *&#160;</td>
428 <td class="paramname"><em>beta_ptr</em>, </td>
429 </tr>
430 <tr>
431 <td class="paramkey"></td>
432 <td></td>
433 <td class="paramtype">uint&#160;</td>
434 <td class="paramname"><em>beta_stride_x</em>, </td>
435 </tr>
436 <tr>
437 <td class="paramkey"></td>
438 <td></td>
439 <td class="paramtype">uint&#160;</td>
440 <td class="paramname"><em>beta_step_x</em>, </td>
441 </tr>
442 <tr>
443 <td class="paramkey"></td>
444 <td></td>
445 <td class="paramtype">uint&#160;</td>
446 <td class="paramname"><em>beta_offset_first_element_in_bytes</em>, </td>
447 </tr>
448 <tr>
449 <td class="paramkey"></td>
450 <td></td>
451 <td class="paramtype">__global uchar *&#160;</td>
452 <td class="paramname"><em>gamma_ptr</em>, </td>
453 </tr>
454 <tr>
455 <td class="paramkey"></td>
456 <td></td>
457 <td class="paramtype">uint&#160;</td>
458 <td class="paramname"><em>gamma_stride_x</em>, </td>
459 </tr>
460 <tr>
461 <td class="paramkey"></td>
462 <td></td>
463 <td class="paramtype">uint&#160;</td>
464 <td class="paramname"><em>gamma_step_x</em>, </td>
465 </tr>
466 <tr>
467 <td class="paramkey"></td>
468 <td></td>
469 <td class="paramtype">uint&#160;</td>
470 <td class="paramname"><em>gamma_offset_first_element_in_bytes</em>, </td>
471 </tr>
472 <tr>
473 <td class="paramkey"></td>
474 <td></td>
475 <td class="paramtype">float&#160;</td>
476 <td class="paramname"><em>epsilon</em>&#160;</td>
477 </tr>
478 <tr>
479 <td></td>
480 <td>)</td>
481 <td></td><td></td>
482 </tr>
483 </table>
484</div><div class="memdoc">
485
486<p>Apply batch normalization. </p>
487<dl class="params"><dt>Parameters</dt><dd>
488 <table class="params">
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]489 <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]490 <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>
491 <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>
492 <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>
493 <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>
494 <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>
495 <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>
496 <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]497 <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]498 <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>
499 <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>
500 <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>
501 <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>
502 <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>
503 <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>
504 <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]505 <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]506 <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>
507 <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>
508 <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]509 <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]510 <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>
511 <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>
512 <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]513 <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]514 <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>
515 <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>
516 <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]517 <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]518 <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>
519 <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>
520 <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>
521 <tr><td class="paramdir">[in]</td><td class="paramname">epsilon</td><td>Epsilon parameter in the batch normalization equation </td></tr>
522 </table>
523 </dd>
524</dl>
525
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]526<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]527
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]528<p>References <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00037">ADD_OP</a>, <a class="el" href="helpers_8h_source.xhtml#l00111">CONVERT_TO_TENSOR3D_STRUCT</a>, <a class="el" href="helpers_8h_source.xhtml#l00090">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#l00128">Vector::ptr</a>, <a class="el" href="helpers_8h_source.xhtml#l00145">Tensor3D::ptr</a>, <a class="el" href="batchnormalization__layer_8cl_source.xhtml#l00041">SQCVT_SAT</a>, <a class="el" href="helpers_8h_source.xhtml#l00130">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#l00037">VLOAD</a>, and <a class="el" href="helpers_8h_source.xhtml#l00040">VSTORE</a>.</p>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]529<div class="fragment"><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;{</div>
530<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>
531<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="preprocessor">#ifdef IN_PLACE</span></div>
532<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="preprocessor"></span> <a class="code" href="struct_tensor3_d.xhtml">Tensor3D</a> out = in;</div>
533<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>
534<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;<span class="preprocessor"></span> <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>
535<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>
536<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;<span class="preprocessor"></span> <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>
537<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>
538<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; <a class="code" href="struct_vector.xhtml">Vector</a> beta = <a class="code" href="helpers_8h.xhtml#a527bfdf5eeb306f1cf01c4a8e29f38e0">CONVERT_TO_VECTOR_STRUCT</a>(beta);</div>
539<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>
540<div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;</div>
541<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]542<div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160; data = 0;</div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]543<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>
544<div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160; denominator = 0;</div>
545<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>
546<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; numerator = 0;</div>
547<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>
548<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; x_bar = 0;</div>
549<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>
550<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160; gamma_vec = 0;</div>
551<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>
552<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; beta_vec = 0;</div>
553<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;</div>
554<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>
555<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160;</div>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]556<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>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]557<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]558<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>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]559<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;</div>
560<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; <span class="comment">// Calculate x bar and store results</span></div>
561<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]562<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>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]563<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>
564<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160;</div>
565<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>
566<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>
567<div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;</div>
568<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>
569<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>
570<div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160;}</div>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]571<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#l00126">helpers.h:126</a></div></div>
572<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#l00037">helpers.h:37</a></div></div>
573<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>
574<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#l00090">helpers.h:90</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]575<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>
576<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]577<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]578<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>
Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]579<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#l00040">helpers.h:40</a></div></div>
Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]580<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>
581<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>
582<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>
583<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>
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Kaizenbf8b01d2017-10-12 14:26:51 +0100[diff] [blame^]593 <li class="footer">Generated on Thu Oct 12 2017 14:26:35 for Compute Library by
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Kaizen8938bd32017-09-28 14:38:23 +0100[diff] [blame]595 <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.6 </li>
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