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<a href="reduction__operators_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> <span class="comment">/***************************************************************************************************</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment"> * Copyright (c) 2017-2019, NVIDIA CORPORATION. All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment"> * Redistribution and use in source and binary forms, with or without modification, are permitted</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"> * provided that the following conditions are met:</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="comment"> * * Redistributions of source code must retain the above copyright notice, this list of</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="comment"> * conditions and the following disclaimer.</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="comment"> * * Redistributions in binary form must reproduce the above copyright notice, this list of</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="comment"> * conditions and the following disclaimer in the documentation and/or other materials</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="comment"> * provided with the distribution.</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="comment"> * * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="comment"> * to endorse or promote products derived from this software without specific prior written</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="comment"> * permission.</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="comment"> *</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="comment"> * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="comment"> * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="comment"> * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="comment"> * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="comment"> * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="comment"> * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> <span class="comment"> * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="comment"> *</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> <span class="comment"> **************************************************************************************************/</span></div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> <span class="preprocessor">#pragma once</span></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="preprocessor">#include "<a class="code" href="cutlass_8h.html">cutlass/cutlass.h</a>"</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> <span class="preprocessor">#include "<a class="code" href="tensor__ref_8h.html">cutlass/tensor_ref.h</a>"</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="preprocessor">#include "<a class="code" href="numeric__types_8h.html">cutlass/numeric_types.h</a>"</span></div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span> <span class="preprocessor">#include "<a class="code" href="array_8h.html">cutlass/array.h</a>"</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="preprocessor">#include "<a class="code" href="functional_8h.html">cutlass/functional.h</a>"</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span> <span class="preprocessor">#include "<a class="code" href="numeric__conversion_8h.html">cutlass/numeric_conversion.h</a>"</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> </div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span> <span class="keyword">namespace </span><a class="code" href="namespacecutlass.html">cutlass</a> {</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> <span class="keyword">namespace </span>reduction {</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="keyword">namespace </span>thread {</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span> </div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> </div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> <span class="keyword">template</span> <</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  <span class="keyword">typename</span> ElementAccumulator_,</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  <span class="keyword">typename</span> Element_,</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>  <span class="keywordtype">int</span> Count = 1</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span> ></div><div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html"> 50</a></span> <span class="keyword">struct </span><a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html">ReduceAdd</a> {</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span> </div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <span class="comment">//</span></div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <span class="comment">// Type definitions</span></div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="comment">//</span></div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span> </div><div class="line"><a name="l00056"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a74477c19b8ff1ea9699141531f99e4b0"> 56</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a74477c19b8ff1ea9699141531f99e4b0">ElementAccumulator</a> = ElementAccumulator_;</div><div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a775fb7b23de2bf82755da93980bbccdd"> 57</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a775fb7b23de2bf82755da93980bbccdd">Element</a> = Element_;</div><div class="line"><a name="l00058"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ad0d42ebeb2b4bbee843e5ee31a8c62c9"> 58</a></span>  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ad0d42ebeb2b4bbee843e5ee31a8c62c9">kCount</a> = Count;</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span> </div><div class="line"><a name="l00060"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ab8b0d369480bff1792f6439c2bb0ba18"> 60</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ab8b0d369480bff1792f6439c2bb0ba18">FragmentAccumulator</a> = cutlass::Array<ElementAccumulator, kCount>;</div><div class="line"><a name="l00061"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a9cbf7165c8ca9da43b4038d7ea459a73"> 61</a></span>  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a9cbf7165c8ca9da43b4038d7ea459a73">FragmentElement</a> = cutlass::Array<Element, kCount>;</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span> </div><div class="line"><a name="l00063"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html"> 63</a></span>  <span class="keyword">struct </span><a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html">Params</a> { };</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span> </div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  <span class="comment">//</span></div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <span class="comment">// Data members</span></div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="comment">//</span></div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span> </div><div class="line"><a name="l00070"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac3ba3575c91e948c1f622d068a181428"> 70</a></span>  <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html">Params</a> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac3ba3575c91e948c1f622d068a181428">params</a>;</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span> </div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  <span class="comment">//</span></div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>  <span class="comment">// Methods</span></div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  <span class="comment">//</span></div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span> </div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  <a class="code" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="line"><a name="l00078"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac9ccfca110d19133c4b203227577e2ec"> 78</a></span>  <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac9ccfca110d19133c4b203227577e2ec">ReduceAdd</a>(<a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html">Params</a> params_ = <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html">Params</a>()): params(params_) { }</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span> </div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <a class="code" href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="line"><a name="l00082"></a><span class="lineno"><a class="line" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac2fd8699c5a40b3c633fe8a59f02d8da"> 82</a></span>  <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ab8b0d369480bff1792f6439c2bb0ba18">FragmentAccumulator</a> <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac2fd8699c5a40b3c633fe8a59f02d8da">operator()</a>(</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ab8b0d369480bff1792f6439c2bb0ba18">FragmentAccumulator</a> accumulator, </div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <a class="code" href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a9cbf7165c8ca9da43b4038d7ea459a73">FragmentElement</a> element)<span class="keyword"> const </span>{</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span> </div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  <a class="code" href="structcutlass_1_1plus.html">plus<FragmentAccumulator></a> op;</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span> </div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <span class="keywordflow">return</span> op(accumulator, element);</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  }</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span> };</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span> </div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> </div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span> } <span class="comment">// namespace thread</span></div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span> } <span class="comment">// namespace reduction</span></div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span> } <span class="comment">// namespace cutlass</span></div><div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_ac9ccfca110d19133c4b203227577e2ec"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac9ccfca110d19133c4b203227577e2ec">cutlass::reduction::thread::ReduceAdd::ReduceAdd</a></div><div class="ttdeci">CUTLASS_HOST_DEVICE ReduceAdd(Params params_=Params())</div><div class="ttdoc">Constructor. </div><div class="ttdef"><b>Definition:</b> reduction_operators.h:78</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_a74477c19b8ff1ea9699141531f99e4b0"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a74477c19b8ff1ea9699141531f99e4b0">cutlass::reduction::thread::ReduceAdd::ElementAccumulator</a></div><div class="ttdeci">ElementAccumulator_ ElementAccumulator</div><div class="ttdef"><b>Definition:</b> reduction_operators.h:56</div></div>
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<div class="ttc" id="namespacecutlass_html"><div class="ttname"><a href="namespacecutlass.html">cutlass</a></div><div class="ttdef"><b>Definition:</b> aligned_buffer.h:35</div></div>
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<div class="ttc" id="tensor__ref_8h_html"><div class="ttname"><a href="tensor__ref_8h.html">tensor_ref.h</a></div><div class="ttdoc">Defines a structure containing strides, bounds, and a pointer to tensor data. </div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html">cutlass::reduction::thread::ReduceAdd</a></div><div class="ttdoc">Mixed-precision reduction. </div><div class="ttdef"><b>Definition:</b> reduction_operators.h:50</div></div>
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<div class="ttc" id="structcutlass_1_1plus_html"><div class="ttname"><a href="structcutlass_1_1plus.html">cutlass::plus</a></div><div class="ttdef"><b>Definition:</b> functional.h:46</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_a9cbf7165c8ca9da43b4038d7ea459a73"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a9cbf7165c8ca9da43b4038d7ea459a73">cutlass::reduction::thread::ReduceAdd::FragmentElement</a></div><div class="ttdeci">cutlass::Array< Element, kCount > FragmentElement</div><div class="ttdef"><b>Definition:</b> reduction_operators.h:61</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_ac3ba3575c91e948c1f622d068a181428"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac3ba3575c91e948c1f622d068a181428">cutlass::reduction::thread::ReduceAdd::params</a></div><div class="ttdeci">Params params</div><div class="ttdoc">Parameters object. </div><div class="ttdef"><b>Definition:</b> reduction_operators.h:70</div></div>
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<div class="ttc" id="array_8h_html"><div class="ttname"><a href="array_8h.html">array.h</a></div><div class="ttdoc">Statically sized array of elements that accommodates all CUTLASS-supported numeric types and is safe ...</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_ad0d42ebeb2b4bbee843e5ee31a8c62c9"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ad0d42ebeb2b4bbee843e5ee31a8c62c9">cutlass::reduction::thread::ReduceAdd::kCount</a></div><div class="ttdeci">static int const kCount</div><div class="ttdef"><b>Definition:</b> reduction_operators.h:58</div></div>
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<div class="ttc" id="numeric__conversion_8h_html"><div class="ttname"><a href="numeric__conversion_8h.html">numeric_conversion.h</a></div><div class="ttdoc">Boost-like numeric conversion operator for CUTLASS numeric types. </div></div>
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<div class="ttc" id="cutlass_8h_html_a28c2443a142676d3d71effdae1a986b1"><div class="ttname"><a href="cutlass_8h.html#a28c2443a142676d3d71effdae1a986b1">CUTLASS_HOST_DEVICE</a></div><div class="ttdeci">#define CUTLASS_HOST_DEVICE</div><div class="ttdef"><b>Definition:</b> cutlass.h:89</div></div>
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<div class="ttc" id="numeric__types_8h_html"><div class="ttname"><a href="numeric__types_8h.html">numeric_types.h</a></div><div class="ttdoc">Top-level include for all CUTLASS numeric types. </div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_a775fb7b23de2bf82755da93980bbccdd"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#a775fb7b23de2bf82755da93980bbccdd">cutlass::reduction::thread::ReduceAdd::Element</a></div><div class="ttdeci">Element_ Element</div><div class="ttdef"><b>Definition:</b> reduction_operators.h:57</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params_html"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_1_1Params.html">cutlass::reduction::thread::ReduceAdd::Params</a></div><div class="ttdef"><b>Definition:</b> reduction_operators.h:63</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_ac2fd8699c5a40b3c633fe8a59f02d8da"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ac2fd8699c5a40b3c633fe8a59f02d8da">cutlass::reduction::thread::ReduceAdd::operator()</a></div><div class="ttdeci">CUTLASS_HOST_DEVICE FragmentAccumulator operator()(FragmentAccumulator accumulator, FragmentElement element) const </div><div class="ttdoc">Operator. </div><div class="ttdef"><b>Definition:</b> reduction_operators.h:82</div></div>
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<div class="ttc" id="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd_html_ab8b0d369480bff1792f6439c2bb0ba18"><div class="ttname"><a href="structcutlass_1_1reduction_1_1thread_1_1ReduceAdd.html#ab8b0d369480bff1792f6439c2bb0ba18">cutlass::reduction::thread::ReduceAdd::FragmentAccumulator</a></div><div class="ttdeci">cutlass::Array< ElementAccumulator, kCount > FragmentAccumulator</div><div class="ttdef"><b>Definition:</b> reduction_operators.h:60</div></div>
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<div class="ttc" id="cutlass_8h_html"><div class="ttname"><a href="cutlass_8h.html">cutlass.h</a></div><div class="ttdoc">Basic include for CUTLASS. </div></div>
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<div class="ttc" id="functional_8h_html"><div class="ttname"><a href="functional_8h.html">functional.h</a></div><div class="ttdoc">Define basic numeric operators with specializations for Array<T, N>. SIMD-ize where possible...</div></div>
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