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| <p><code>#include <<a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html">ConvertFp32NetworkToFp16.hpp</a>></code></p> |
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| Public Member Functions</h2></td></tr> |
| <tr class="memitem:aaa2a4663cec52a8aa89a93c7c8317183"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html#aaa2a4663cec52a8aa89a93c7c8317183">Run</a> (<a class="el" href="classarmnn_1_1_graph.html">Graph</a> &graph, <a class="el" href="classarmnn_1_1_layer.html">Layer</a> &layer) const</td></tr> |
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| Protected Member Functions</h2></td></tr> |
| <tr class="memitem:a8c54552a0f174237e8c7edeb7daf2684"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html#a8c54552a0f174237e8c7edeb7daf2684">ConvertFp32NetworkToFp16Impl</a> ()=default</td></tr> |
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| <tr class="memitem:a2b3e400ddbdb7b3f846b47bb535dfd97"><td class="memItemLeft" align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html#a2b3e400ddbdb7b3f846b47bb535dfd97">~ConvertFp32NetworkToFp16Impl</a> ()=default</td></tr> |
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| <a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2> |
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| <p class="definition">Definition at line <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html#l00015">15</a> of file <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html">ConvertFp32NetworkToFp16.hpp</a>.</p> |
| </div><h2 class="groupheader">Constructor & Destructor Documentation</h2> |
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| <h2 class="memtitle"><span class="permalink"><a href="#a8c54552a0f174237e8c7edeb7daf2684">◆ </a></span>ConvertFp32NetworkToFp16Impl()</h2> |
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| <td class="memname"><a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html">ConvertFp32NetworkToFp16Impl</a> </td> |
| <td>(</td> |
| <td class="paramname"></td><td>)</td> |
| <td></td> |
| </tr> |
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| <span class="mlabels"><span class="mlabel">protected</span><span class="mlabel">default</span></span> </td> |
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| <p class="reference">Referenced by <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html#l00018">ConvertFp32NetworkToFp16Impl::Run()</a>.</p> |
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| <h2 class="memtitle"><span class="permalink"><a href="#a2b3e400ddbdb7b3f846b47bb535dfd97">◆ </a></span>~ConvertFp32NetworkToFp16Impl()</h2> |
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| <td class="memname">~<a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html">ConvertFp32NetworkToFp16Impl</a> </td> |
| <td>(</td> |
| <td class="paramname"></td><td>)</td> |
| <td></td> |
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| <span class="mlabels"><span class="mlabel">protected</span><span class="mlabel">default</span></span> </td> |
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| <p class="reference">Referenced by <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html#l00018">ConvertFp32NetworkToFp16Impl::Run()</a>.</p> |
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| <h2 class="memtitle"><span class="permalink"><a href="#aaa2a4663cec52a8aa89a93c7c8317183">◆ </a></span>Run()</h2> |
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| <td class="memname">void Run </td> |
| <td>(</td> |
| <td class="paramtype"><a class="el" href="classarmnn_1_1_graph.html">Graph</a> & </td> |
| <td class="paramname"><em>graph</em>, </td> |
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| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype"><a class="el" href="classarmnn_1_1_layer.html">Layer</a> & </td> |
| <td class="paramname"><em>layer</em> </td> |
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| <td></td> |
| <td>)</td> |
| <td></td><td> const</td> |
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| <p class="definition">Definition at line <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html#l00018">18</a> of file <a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html">ConvertFp32NetworkToFp16.hpp</a>.</p> |
| |
| <p class="reference">References <a class="el" href="_layer_8hpp_source.html#l00235">Layer::BeginInputSlots()</a>, <a class="el" href="_layer_8hpp_source.html#l00239">Layer::BeginOutputSlots()</a>, <a class="el" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a912a4b4d73726c282e3f79aa2c390d6c">armnn::ConvertFp16ToFp32</a>, <a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html#a8c54552a0f174237e8c7edeb7daf2684">ConvertFp32NetworkToFp16Impl::ConvertFp32NetworkToFp16Impl()</a>, <a class="el" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4addf4f83b056acd5549949fc0350e9aad">armnn::ConvertFp32ToFp16</a>, <a class="el" href="_layer_8hpp_source.html#l00236">Layer::EndInputSlots()</a>, <a class="el" href="_layer_8hpp_source.html#l00240">Layer::EndOutputSlots()</a>, <a class="el" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a26e6ed77470c6f2f830ecf874e6c0d55">armnn::Float16</a>, <a class="el" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">armnn::Float32</a>, <a class="el" href="_tensor_8hpp_source.html#l00095">TensorInfo::GetDataType()</a>, <a class="el" href="_layer_8cpp_source.html#l00272">Layer::GetDataType()</a>, <a class="el" href="_layer_8hpp_source.html#l00259">Layer::GetType()</a>, <a class="el" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a324118a6721dd6b8a9b9f4e327df2bf5">armnn::Input</a>, <a class="el" href="_network_utils_8cpp_source.html#l00040">armnn::InsertConvertFp16ToFp32LayersBefore()</a>, <a class="el" href="_network_utils_8cpp_source.html#l00079">armnn::InsertConvertFp32ToFp16LayersAfter()</a>, <a class="el" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a29c2c02a361c9d7028472e5d92cd4a54">armnn::Output</a>, <a class="el" href="_tensor_8hpp_source.html#l00096">TensorInfo::SetDataType()</a>, and <a class="el" href="classarmnn_1_1optimizations_1_1_convert_fp32_network_to_fp16_impl.html#a2b3e400ddbdb7b3f846b47bb535dfd97">ConvertFp32NetworkToFp16Impl::~ConvertFp32NetworkToFp16Impl()</a>.</p> |
| <div class="fragment"><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>  {</div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>  <span class="keywordflow">if</span>(layer.GetType() == <a class="code" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a324118a6721dd6b8a9b9f4e327df2bf5">LayerType::Input</a>)</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>  {</div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span>  <span class="comment">// if the outputs of this layer are DataType::Float32</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>  <span class="comment">// add a ConvertFloat32ToFloat16 layer after each of the outputs</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>  <span class="keywordflow">if</span> (layer.GetDataType() == <a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">DataType::Float32</a>)</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>  {</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>  <a class="code" href="namespacearmnn.html#abf625e50a5eaeafce5b39580dc95a9d3">InsertConvertFp32ToFp16LayersAfter</a>(graph, layer);</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>  }</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  }</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>  <span class="keywordflow">else</span> <span class="keywordflow">if</span> (layer.GetType() == <a class="code" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a29c2c02a361c9d7028472e5d92cd4a54">LayerType::Output</a>)</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>  {</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>  <span class="comment">// if the inputs of this layer are DataType::Float32</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>  <span class="comment">// add a ConvertFloat16ToFloat32 layer before each of the inputs</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span>  <span class="keywordflow">if</span> (layer.GetDataType() == <a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">DataType::Float32</a>)</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>  {</div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>  <span class="comment">// NOTE: We need to call InsertConvertFp16ToFp32LayersBefore with expectCorrectInputType = false</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>  <span class="comment">// here, otherwise it will expect the inputs to be DataType::Float16</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>  <a class="code" href="namespacearmnn.html#ad31c56533e4f9f9f51719599fbfcf7bb">InsertConvertFp16ToFp32LayersBefore</a>(graph, layer, <span class="keyword">false</span>);</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>  }</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>  }</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>  <span class="keywordflow">else</span> <span class="keywordflow">if</span> (layer.GetType() != <a class="code" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4addf4f83b056acd5549949fc0350e9aad">LayerType::ConvertFp32ToFp16</a> && layer.GetType() != <a class="code" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a912a4b4d73726c282e3f79aa2c390d6c">LayerType::ConvertFp16ToFp32</a>)</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>  {</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  <span class="comment">// if the inputs/outputs of this layer are DataType::Float32</span></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>  <span class="comment">// change the data type for all inputs and outputs to DataType::Float16</span></div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span>&& input = layer.BeginInputSlots(); input != layer.EndInputSlots(); ++input)</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  {</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  <span class="comment">// if it is connected to OutputSlot of the InputLayer do not change the DataType of connection</span></div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  <span class="comment">// InputSlots of the current layer will be updated when conversion layer is inserted after InputLayer</span></div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>  Layer& base = input->GetConnectedOutputSlot()->GetOwningLayer();</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <span class="keywordflow">if</span> (base.GetType() != <a class="code" href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a324118a6721dd6b8a9b9f4e327df2bf5">LayerType::Input</a>)</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>  {</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  TensorInfo convertInfo = input->GetConnection()->GetTensorInfo();</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <span class="keywordflow">if</span> (convertInfo.GetDataType() == <a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">DataType::Float32</a>)</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  {</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  convertInfo.SetDataType(<a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a26e6ed77470c6f2f830ecf874e6c0d55">DataType::Float16</a>);</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  input->GetConnection()->SetTensorInfo(convertInfo);</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  }</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  }</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  }</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span> </div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  <span class="comment">// change outputs to DataType::Float16</span></div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span>&& output = layer.BeginOutputSlots(); output != layer.EndOutputSlots(); ++output)</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  {</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  TensorInfo convertInfo = output->GetTensorInfo();</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  <span class="keywordflow">if</span> (convertInfo.GetDataType() == <a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">DataType::Float32</a>)</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  {</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  convertInfo.SetDataType(<a class="code" href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a26e6ed77470c6f2f830ecf874e6c0d55">DataType::Float16</a>);</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  output->SetTensorInfo(convertInfo);</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  }</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  }</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  }</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  }</div><div class="ttc" id="namespacearmnn_html_a56943a0946e5f15e5e58054b8e7a04a4a912a4b4d73726c282e3f79aa2c390d6c"><div class="ttname"><a href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a912a4b4d73726c282e3f79aa2c390d6c">armnn::LayerType::ConvertFp16ToFp32</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_a56943a0946e5f15e5e58054b8e7a04a4a29c2c02a361c9d7028472e5d92cd4a54"><div class="ttname"><a href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a29c2c02a361c9d7028472e5d92cd4a54">armnn::LayerType::Output</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204"><div class="ttname"><a href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a166495adc0d0f53bee6baecc577f5204">armnn::DataType::Float32</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_abf625e50a5eaeafce5b39580dc95a9d3"><div class="ttname"><a href="namespacearmnn.html#abf625e50a5eaeafce5b39580dc95a9d3">armnn::InsertConvertFp32ToFp16LayersAfter</a></div><div class="ttdeci">std::vector< ConvertFp32ToFp16Layer * > InsertConvertFp32ToFp16LayersAfter(Graph &graph, Layer &layer)</div><div class="ttdef"><b>Definition:</b> <a href="_network_utils_8cpp_source.html#l00079">NetworkUtils.cpp:79</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_a56943a0946e5f15e5e58054b8e7a04a4addf4f83b056acd5549949fc0350e9aad"><div class="ttname"><a href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4addf4f83b056acd5549949fc0350e9aad">armnn::LayerType::ConvertFp32ToFp16</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_ad8ed01ff3ff33333d8e19db4d2818bb6a26e6ed77470c6f2f830ecf874e6c0d55"><div class="ttname"><a href="namespacearmnn.html#ad8ed01ff3ff33333d8e19db4d2818bb6a26e6ed77470c6f2f830ecf874e6c0d55">armnn::DataType::Float16</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_ad31c56533e4f9f9f51719599fbfcf7bb"><div class="ttname"><a href="namespacearmnn.html#ad31c56533e4f9f9f51719599fbfcf7bb">armnn::InsertConvertFp16ToFp32LayersBefore</a></div><div class="ttdeci">std::vector< ConvertFp16ToFp32Layer * > InsertConvertFp16ToFp32LayersBefore(Graph &graph, Layer &layer, bool expectCorrectInputType)</div><div class="ttdef"><b>Definition:</b> <a href="_network_utils_8cpp_source.html#l00040">NetworkUtils.cpp:40</a></div></div> |
| <div class="ttc" id="namespacearmnn_html_a56943a0946e5f15e5e58054b8e7a04a4a324118a6721dd6b8a9b9f4e327df2bf5"><div class="ttname"><a href="namespacearmnn.html#a56943a0946e5f15e5e58054b8e7a04a4a324118a6721dd6b8a9b9f4e327df2bf5">armnn::LayerType::Input</a></div></div> |
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| <li>src/armnn/optimizations/<a class="el" href="_convert_fp32_network_to_fp16_8hpp_source.html">ConvertFp32NetworkToFp16.hpp</a></li> |
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