9dd38d905056c5ee7eda782a9298d8888b9cfe73
[platform/upstream/armcl.git] / documentation / classarm__compute_1_1_c_l_fully_connected_layer.xhtml
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115 <div class="header">
116   <div class="summary">
117 <a href="#pub-methods">Public Member Functions</a>  </div>
118   <div class="headertitle">
119 <div class="title">CLFullyConnectedLayer Class Reference</div>  </div>
120 </div><!--header-->
121 <div class="contents">
122
123 <p>Basic function to compute a Fully Connected layer on OpenCL.  
124  <a href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml#details">More...</a></p>
125
126 <p><code>#include &lt;<a class="el" href="_c_l_fully_connected_layer_8h_source.xhtml">CLFullyConnectedLayer.h</a>&gt;</code></p>
127 <div class="dynheader">
128 Collaboration diagram for CLFullyConnectedLayer:</div>
129 <div class="dyncontent">
130 <div class="center"><iframe scrolling="no" frameborder="0" src="classarm__compute_1_1_c_l_fully_connected_layer__coll__graph.svg" width="174" height="112"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe>
131 </div>
132 <center><span class="legend">[<a target="top" href="graph_legend.xhtml">legend</a>]</span></center></div>
133 <table class="memberdecls">
134 <tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a>
135 Public Member Functions</h2></td></tr>
136 <tr class="memitem:a5f5f7b33836b21106eb116050ddf1401"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml#a5f5f7b33836b21106eb116050ddf1401">CLFullyConnectedLayer</a> (std::shared_ptr&lt; <a class="el" href="classarm__compute_1_1_i_memory_manager.xhtml">IMemoryManager</a> &gt; memory_manager=nullptr)</td></tr>
137 <tr class="memdesc:a5f5f7b33836b21106eb116050ddf1401"><td class="mdescLeft">&#160;</td><td class="mdescRight">Constructor.  <a href="#a5f5f7b33836b21106eb116050ddf1401">More...</a><br/></td></tr>
138 <tr class="separator:a5f5f7b33836b21106eb116050ddf1401"><td class="memSeparator" colspan="2">&#160;</td></tr>
139 <tr class="memitem:a55e5ebb7cdabf8bf197698453543dfb5"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml#a55e5ebb7cdabf8bf197698453543dfb5">configure</a> (const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *input, const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *weights, const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *biases, <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *output, bool transpose_weights=true, bool are_weights_reshaped=false)</td></tr>
140 <tr class="memdesc:a55e5ebb7cdabf8bf197698453543dfb5"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the input and output tensors.  <a href="#a55e5ebb7cdabf8bf197698453543dfb5">More...</a><br/></td></tr>
141 <tr class="separator:a55e5ebb7cdabf8bf197698453543dfb5"><td class="memSeparator" colspan="2">&#160;</td></tr>
142 <tr class="memitem:ad1717410afd0be936c6213a63c8005fb"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml#ad1717410afd0be936c6213a63c8005fb">run</a> () override</td></tr>
143 <tr class="memdesc:ad1717410afd0be936c6213a63c8005fb"><td class="mdescLeft">&#160;</td><td class="mdescRight">Run the kernels contained in the function.  <a href="#ad1717410afd0be936c6213a63c8005fb">More...</a><br/></td></tr>
144 <tr class="separator:ad1717410afd0be936c6213a63c8005fb"><td class="memSeparator" colspan="2">&#160;</td></tr>
145 <tr class="inherit_header pub_methods_classarm__compute_1_1_i_function"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classarm__compute_1_1_i_function')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classarm__compute_1_1_i_function.xhtml">IFunction</a></td></tr>
146 <tr class="memitem:ab921ecc3f3f6ae2b4bd61f3e1998d8c4 inherit pub_methods_classarm__compute_1_1_i_function"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classarm__compute_1_1_i_function.xhtml#ab921ecc3f3f6ae2b4bd61f3e1998d8c4">~IFunction</a> ()=default</td></tr>
147 <tr class="memdesc:ab921ecc3f3f6ae2b4bd61f3e1998d8c4 inherit pub_methods_classarm__compute_1_1_i_function"><td class="mdescLeft">&#160;</td><td class="mdescRight">Destructor.  <a href="#ab921ecc3f3f6ae2b4bd61f3e1998d8c4">More...</a><br/></td></tr>
148 <tr class="separator:ab921ecc3f3f6ae2b4bd61f3e1998d8c4 inherit pub_methods_classarm__compute_1_1_i_function"><td class="memSeparator" colspan="2">&#160;</td></tr>
149 </table>
150 <a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
151 <div class="textblock"><p>Basic function to compute a Fully Connected layer on OpenCL. </p>
152 <p>This function calls the following OpenCL kernels:</p>
153 <ol type="1">
154 <li><a class="el" href="classarm__compute_1_1_c_l_im2_col_kernel.xhtml">CLIm2ColKernel</a> (called when the input comes from a convolutional layer)</li>
155 <li><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer_reshape_weights.xhtml">CLFullyConnectedLayerReshapeWeights</a> (if <code>are_weights_reshaped</code> is set to false and transpose_weights is set to true ) (called once)</li>
156 <li><a class="el" href="classarm__compute_1_1_c_l_g_e_m_m_matrix_multiply_kernel.xhtml">CLGEMMMatrixMultiplyKernel</a></li>
157 <li><a class="el" href="classarm__compute_1_1_c_l_g_e_m_m_matrix_accumulate_biases_kernel.xhtml">CLGEMMMatrixAccumulateBiasesKernel</a> (if <code>biases</code> is not equal to nullptr)</li>
158 </ol>
159 <dl class="section note"><dt>Note</dt><dd>The fully connected layer accepts "weights" tensors only with 2 dimensions. </dd></dl>
160
161 <p>Definition at line <a class="el" href="_c_l_fully_connected_layer_8h_source.xhtml#l00064">64</a> of file <a class="el" href="_c_l_fully_connected_layer_8h_source.xhtml">CLFullyConnectedLayer.h</a>.</p>
162 </div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
163 <a class="anchor" id="a5f5f7b33836b21106eb116050ddf1401"></a>
164 <div class="memitem">
165 <div class="memproto">
166       <table class="memname">
167         <tr>
168           <td class="memname"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml">CLFullyConnectedLayer</a> </td>
169           <td>(</td>
170           <td class="paramtype">std::shared_ptr&lt; <a class="el" href="classarm__compute_1_1_i_memory_manager.xhtml">IMemoryManager</a> &gt;&#160;</td>
171           <td class="paramname"><em>memory_manager</em> = <code>nullptr</code></td><td>)</td>
172           <td></td>
173         </tr>
174       </table>
175 </div><div class="memdoc">
176
177 <p>Constructor. </p>
178
179 </div>
180 </div>
181 <h2 class="groupheader">Member Function Documentation</h2>
182 <a class="anchor" id="a55e5ebb7cdabf8bf197698453543dfb5"></a>
183 <div class="memitem">
184 <div class="memproto">
185       <table class="memname">
186         <tr>
187           <td class="memname">void configure </td>
188           <td>(</td>
189           <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *&#160;</td>
190           <td class="paramname"><em>input</em>, </td>
191         </tr>
192         <tr>
193           <td class="paramkey"></td>
194           <td></td>
195           <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *&#160;</td>
196           <td class="paramname"><em>weights</em>, </td>
197         </tr>
198         <tr>
199           <td class="paramkey"></td>
200           <td></td>
201           <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *&#160;</td>
202           <td class="paramname"><em>biases</em>, </td>
203         </tr>
204         <tr>
205           <td class="paramkey"></td>
206           <td></td>
207           <td class="paramtype"><a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> *&#160;</td>
208           <td class="paramname"><em>output</em>, </td>
209         </tr>
210         <tr>
211           <td class="paramkey"></td>
212           <td></td>
213           <td class="paramtype">bool&#160;</td>
214           <td class="paramname"><em>transpose_weights</em> = <code>true</code>, </td>
215         </tr>
216         <tr>
217           <td class="paramkey"></td>
218           <td></td>
219           <td class="paramtype">bool&#160;</td>
220           <td class="paramname"><em>are_weights_reshaped</em> = <code>false</code>&#160;</td>
221         </tr>
222         <tr>
223           <td></td>
224           <td>)</td>
225           <td></td><td></td>
226         </tr>
227       </table>
228 </div><div class="memdoc">
229
230 <p>Set the input and output tensors. </p>
231 <dl class="params"><dt>Parameters</dt><dd>
232   <table class="params">
233     <tr><td class="paramdir">[in]</td><td class="paramname">input</td><td>Source tensor. Data type supported: QS8/QS16/F16/F32. </td></tr>
234     <tr><td class="paramdir">[in]</td><td class="paramname">weights</td><td>Weights tensor. The weights must be 2 dimensional. Data type supported: Same as <code>input</code> </td></tr>
235     <tr><td class="paramdir">[in]</td><td class="paramname">biases</td><td>Bias tensor. It can be nullptr. Data type supported:Same as <code>input</code>. </td></tr>
236     <tr><td class="paramdir">[out]</td><td class="paramname">output</td><td>Destination tensor. Data type supported: Same as <code>input</code>. </td></tr>
237     <tr><td class="paramdir">[in]</td><td class="paramname">transpose_weights</td><td>(Optional) Transpose weights if true. Defaults to true. </td></tr>
238     <tr><td class="paramdir">[in]</td><td class="paramname">are_weights_reshaped</td><td>(Optional) Reshape the weights tensor if false. Defaults to false. </td></tr>
239   </table>
240   </dd>
241 </dl>
242
243 <p>Referenced by <a class="el" href="validation_2_c_l_2_fully_connected_layer_8cpp_source.xhtml#l00068">arm_compute::test::validation::DATA_TEST_CASE()</a>.</p>
244
245 </div>
246 </div>
247 <a class="anchor" id="ad1717410afd0be936c6213a63c8005fb"></a>
248 <div class="memitem">
249 <div class="memproto">
250 <table class="mlabels">
251   <tr>
252   <td class="mlabels-left">
253       <table class="memname">
254         <tr>
255           <td class="memname">void run </td>
256           <td>(</td>
257           <td class="paramname"></td><td>)</td>
258           <td></td>
259         </tr>
260       </table>
261   </td>
262   <td class="mlabels-right">
263 <span class="mlabels"><span class="mlabel">override</span><span class="mlabel">virtual</span></span>  </td>
264   </tr>
265 </table>
266 </div><div class="memdoc">
267
268 <p>Run the kernels contained in the function. </p>
269 <p>For NEON kernels:</p>
270 <ul>
271 <li>Multi-threading is used for the kernels which are parallelisable.</li>
272 <li>By default std::thread::hardware_concurrency() threads are used.</li>
273 </ul>
274 <dl class="section note"><dt>Note</dt><dd><a class="el" href="classarm__compute_1_1_c_p_p_scheduler.xhtml#ae64eebaa07f4d2da6cc2ba538c3cb095">CPPScheduler::set_num_threads()</a> can be used to manually set the number of threads</dd></dl>
275 <p>For OpenCL kernels:</p>
276 <ul>
277 <li>All the kernels are enqueued on the queue associated with <a class="el" href="classarm__compute_1_1_c_l_scheduler.xhtml" title="Provides global access to a CL context and command queue. ">CLScheduler</a>.</li>
278 <li>The queue is then flushed.</li>
279 </ul>
280 <dl class="section note"><dt>Note</dt><dd>The function will not block until the kernels are executed. It is the user's responsibility to wait. </dd></dl>
281
282 <p>Implements <a class="el" href="classarm__compute_1_1_i_function.xhtml#a18954417d3124a8095783ea13dc6d00b">IFunction</a>.</p>
283
284 </div>
285 </div>
286 <hr/>The documentation for this class was generated from the following file:<ul>
287 <li>arm_compute/runtime/CL/functions/<a class="el" href="_c_l_fully_connected_layer_8h_source.xhtml">CLFullyConnectedLayer.h</a></li>
288 </ul>
289 </div><!-- contents -->
290 </div><!-- doc-content -->
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