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117 <a href="#pub-methods">Public Member Functions</a> </div>
118 <div class="headertitle">
119 <div class="title">CLFullyConnectedLayer Class Reference</div> </div>
121 <div class="contents">
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>
126 <p><code>#include <<a class="el" href="_c_l_fully_connected_layer_8h_source.xhtml">CLFullyConnectedLayer.h</a>></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>
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"> </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< <a class="el" href="classarm__compute_1_1_i_memory_manager.xhtml">IMemoryManager</a> > memory_manager=nullptr)</td></tr>
137 <tr class="memdesc:a5f5f7b33836b21106eb116050ddf1401"><td class="mdescLeft"> </td><td class="mdescRight">Constructor. <a href="#a5f5f7b33836b21106eb116050ddf1401">More...</a><br/></td></tr>
138 <tr class="separator:a5f5f7b33836b21106eb116050ddf1401"><td class="memSeparator" colspan="2"> </td></tr>
139 <tr class="memitem:a55e5ebb7cdabf8bf197698453543dfb5"><td class="memItemLeft" align="right" valign="top">void </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"> </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"> </td></tr>
142 <tr class="memitem:ad1717410afd0be936c6213a63c8005fb"><td class="memItemLeft" align="right" valign="top">void </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"> </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"> </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="-"/> 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 </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"> </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"> </td></tr>
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>
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>
159 <dl class="section note"><dt>Note</dt><dd>The fully connected layer accepts "weights" tensors only with 2 dimensions. </dd></dl>
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 & Destructor Documentation</h2>
163 <a class="anchor" id="a5f5f7b33836b21106eb116050ddf1401"></a>
164 <div class="memitem">
165 <div class="memproto">
166 <table class="memname">
168 <td class="memname"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml">CLFullyConnectedLayer</a> </td>
170 <td class="paramtype">std::shared_ptr< <a class="el" href="classarm__compute_1_1_i_memory_manager.xhtml">IMemoryManager</a> > </td>
171 <td class="paramname"><em>memory_manager</em> = <code>nullptr</code></td><td>)</td>
175 </div><div class="memdoc">
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">
187 <td class="memname">void configure </td>
189 <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> * </td>
190 <td class="paramname"><em>input</em>, </td>
193 <td class="paramkey"></td>
195 <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> * </td>
196 <td class="paramname"><em>weights</em>, </td>
199 <td class="paramkey"></td>
201 <td class="paramtype">const <a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> * </td>
202 <td class="paramname"><em>biases</em>, </td>
205 <td class="paramkey"></td>
207 <td class="paramtype"><a class="el" href="classarm__compute_1_1_i_c_l_tensor.xhtml">ICLTensor</a> * </td>
208 <td class="paramname"><em>output</em>, </td>
211 <td class="paramkey"></td>
213 <td class="paramtype">bool </td>
214 <td class="paramname"><em>transpose_weights</em> = <code>true</code>, </td>
217 <td class="paramkey"></td>
219 <td class="paramtype">bool </td>
220 <td class="paramname"><em>are_weights_reshaped</em> = <code>false</code> </td>
228 </div><div class="memdoc">
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>
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>
247 <a class="anchor" id="ad1717410afd0be936c6213a63c8005fb"></a>
248 <div class="memitem">
249 <div class="memproto">
250 <table class="mlabels">
252 <td class="mlabels-left">
253 <table class="memname">
255 <td class="memname">void run </td>
257 <td class="paramname"></td><td>)</td>
262 <td class="mlabels-right">
263 <span class="mlabels"><span class="mlabel">override</span><span class="mlabel">virtual</span></span> </td>
266 </div><div class="memdoc">
268 <p>Run the kernels contained in the function. </p>
269 <p>For NEON kernels:</p>
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>
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>
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>
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>
282 <p>Implements <a class="el" href="classarm__compute_1_1_i_function.xhtml#a18954417d3124a8095783ea13dc6d00b">IFunction</a>.</p>
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>
289 </div><!-- contents -->
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294 <li class="navelem"><a class="el" href="namespacearm__compute.xhtml">arm_compute</a></li><li class="navelem"><a class="el" href="classarm__compute_1_1_c_l_fully_connected_layer.xhtml">CLFullyConnectedLayer</a></li>
295 <li class="footer">Generated on Thu Sep 28 2017 14:37:58 for Compute Library by
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