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<div class="title">downsampling_tbb.hpp</div> </div>
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<a href="downsampling__tbb_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span>&#160;<span class="comment">// SPDX-FileCopyrightText: Copyright 2024 Kenji Koide</span></div>
<div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment">// SPDX-License-Identifier: MIT</span></div>
<div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="preprocessor">#pragma once</span></div>
<div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160; </div>
<div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="preprocessor">#include &lt;atomic&gt;</span></div>
<div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;<span class="preprocessor">#include &lt;memory&gt;</span></div>
<div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div>
<div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160; </div>
<div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;<span class="preprocessor">#include &lt;tbb/tbb.h&gt;</span></div>
<div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="points_2traits_8hpp.html">small_gicp/points/traits.hpp</a>&gt;</span></div>
<div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="fast__floor_8hpp.html">small_gicp/util/fast_floor.hpp</a>&gt;</span></div>
<div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="vector3i__hash_8hpp.html">small_gicp/util/vector3i_hash.hpp</a>&gt;</span></div>
<div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160; </div>
<div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacesmall__gicp.html">small_gicp</a> {</div>
<div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160; </div>
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> InputPo<span class="keywordtype">int</span>Cloud, <span class="keyword">typename</span> OutputPo<span class="keywordtype">int</span>Cloud = InputPo<span class="keywordtype">int</span>Cloud&gt;</div>
<div class="line"><a name="l00026"></a><span class="lineno"><a class="line" href="namespacesmall__gicp.html#af99df9601fa3d294463327902f51669b"> 26</a></span>&#160;std::shared_ptr&lt;OutputPointCloud&gt; <a class="code" href="namespacesmall__gicp.html#af99df9601fa3d294463327902f51669b">voxelgrid_sampling_tbb</a>(<span class="keyword">const</span> InputPointCloud&amp; points, <span class="keywordtype">double</span> leaf_size) {</div>
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160; <span class="keywordflow">if</span> (<a class="code" href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">traits::size</a>(points) == 0) {</div>
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160; <span class="keywordflow">return</span> std::make_shared&lt;OutputPointCloud&gt;();</div>
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160; }</div>
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160; </div>
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160; <span class="keyword">const</span> <span class="keywordtype">double</span> inv_leaf_size = 1.0 / leaf_size;</div>
<div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160; </div>
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160; constexpr std::uint64_t invalid_coord = std::numeric_limits&lt;std::uint64_t&gt;::max();</div>
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160; constexpr <span class="keywordtype">int</span> coord_bit_size = 21; <span class="comment">// Bits to represent each voxel coordinate (pack 21x3 = 63bits in 64bit int)</span></div>
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160; constexpr <span class="keywordtype">size_t</span> coord_bit_mask = (1 &lt;&lt; 21) - 1; <span class="comment">// Bit mask</span></div>
<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160; constexpr <span class="keywordtype">int</span> coord_offset = 1 &lt;&lt; (coord_bit_size - 1); <span class="comment">// Coordinate offset to make values positive</span></div>
<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160; </div>
<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160; std::vector&lt;std::pair&lt;std::uint64_t, size_t&gt;&gt; coord_pt(<a class="code" href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">traits::size</a>(points));</div>
<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160; tbb::parallel_for(tbb::blocked_range&lt;size_t&gt;(0, <a class="code" href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">traits::size</a>(points), 64), [&amp;](<span class="keyword">const</span> tbb::blocked_range&lt;size_t&gt;&amp; range) {</div>
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = range.begin(); i != range.end(); i++) {</div>
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160; const Eigen::Array4i coord = fast_floor(traits::point(points, i) * inv_leaf_size) + coord_offset;</div>
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160; if ((coord &lt; 0).any() || (coord &gt; coord_bit_mask).any()) {</div>
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160; std::cerr &lt;&lt; <span class="stringliteral">&quot;warning: voxel coord is out of range!!&quot;</span> &lt;&lt; std::endl;</div>
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160; coord_pt[i] = {invalid_coord, i};</div>
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160; continue;</div>
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160; }</div>
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160; </div>
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160; <span class="comment">// Compute voxel coord bits (0|1bit, z|21bit, y|21bit, x|21bit)</span></div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160; <span class="keyword">const</span> std::uint64_t bits = <span class="comment">//</span></div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160; (<span class="keyword">static_cast&lt;</span>std::uint64_t<span class="keyword">&gt;</span>(coord[0] &amp; coord_bit_mask) &lt;&lt; (coord_bit_size * 0)) | <span class="comment">//</span></div>
<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160; (<span class="keyword">static_cast&lt;</span>std::uint64_t<span class="keyword">&gt;</span>(coord[1] &amp; coord_bit_mask) &lt;&lt; (coord_bit_size * 1)) | <span class="comment">//</span></div>
<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160; (<span class="keyword">static_cast&lt;</span>std::uint64_t<span class="keyword">&gt;</span>(coord[2] &amp; coord_bit_mask) &lt;&lt; (coord_bit_size * 2));</div>
<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160; coord_pt[i] = {bits, i};</div>
<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160; }</div>
<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; });</div>
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160; </div>
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160; <span class="comment">// Sort by voxel coords</span></div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; tbb::parallel_sort(coord_pt, [](<span class="keyword">const</span> <span class="keyword">auto</span>&amp; lhs, <span class="keyword">const</span> <span class="keyword">auto</span>&amp; rhs) { <span class="keywordflow">return</span> lhs.first &lt; rhs.first; });</div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; </div>
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; <span class="keyword">auto</span> downsampled = std::make_shared&lt;OutputPointCloud&gt;();</div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160; <a class="code" href="namespacesmall__gicp_1_1traits.html#ae35e34068062341652ed9dbf7c3eba25">traits::resize</a>(*downsampled, <a class="code" href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">traits::size</a>(points));</div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160; </div>
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; <span class="comment">// Take block-wise sum</span></div>
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160; <span class="keyword">const</span> <span class="keywordtype">int</span> block_size = 2048;</div>
<div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160; std::atomic_uint64_t num_points = 0;</div>
<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160; tbb::parallel_for(tbb::blocked_range&lt;size_t&gt;(0, <a class="code" href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">traits::size</a>(points), block_size), [&amp;](<span class="keyword">const</span> tbb::blocked_range&lt;size_t&gt;&amp; range) {</div>
<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; std::vector&lt;Eigen::Vector4d&gt; sub_points;</div>
<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160; sub_points.reserve(block_size);</div>
<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160; </div>
<div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160; Eigen::Vector4d sum_pt = <a class="code" href="namespacesmall__gicp_1_1traits.html#a66b660d3a0c2e81cdf06abc8efebdad1">traits::point</a>(points, coord_pt[range.begin()].second);</div>
<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = range.begin() + 1; i != range.end(); i++) {</div>
<div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160; <span class="keywordflow">if</span> (coord_pt[i].first == invalid_coord) {</div>
<div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160; <span class="keywordflow">continue</span>;</div>
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160; }</div>
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160; </div>
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160; <span class="keywordflow">if</span> (coord_pt[i - 1].first != coord_pt[i].first) {</div>
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160; sub_points.emplace_back(sum_pt / sum_pt.w());</div>
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160; sum_pt.setZero();</div>
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160; }</div>
<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160; sum_pt += <a class="code" href="namespacesmall__gicp_1_1traits.html#a66b660d3a0c2e81cdf06abc8efebdad1">traits::point</a>(points, coord_pt[i].second);</div>
<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160; }</div>
<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160; sub_points.emplace_back(sum_pt / sum_pt.w());</div>
<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160; </div>
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; <span class="keyword">const</span> <span class="keywordtype">size_t</span> point_index_begin = num_points.fetch_add(sub_points.size());</div>
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i &lt; sub_points.size(); i++) {</div>
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160; <a class="code" href="namespacesmall__gicp_1_1traits.html#ad663f28d1c31b400619cf2c87cf7725a">traits::set_point</a>(*downsampled, point_index_begin + i, sub_points[i]);</div>
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160; }</div>
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160; });</div>
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; </div>
<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160; <a class="code" href="namespacesmall__gicp_1_1traits.html#ae35e34068062341652ed9dbf7c3eba25">traits::resize</a>(*downsampled, num_points);</div>
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160; </div>
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; <span class="keywordflow">return</span> downsampled;</div>
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;}</div>
<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160; </div>
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;} <span class="comment">// namespace small_gicp</span></div>
<div class="ttc" id="afast__floor_8hpp_html"><div class="ttname"><a href="fast__floor_8hpp.html">fast_floor.hpp</a></div></div>
<div class="ttc" id="anamespacesmall__gicp_1_1traits_html_a3c4ae38ff52330d6e624f4971c291fac"><div class="ttname"><a href="namespacesmall__gicp_1_1traits.html#a3c4ae38ff52330d6e624f4971c291fac">small_gicp::traits::size</a></div><div class="ttdeci">size_t size(const T &amp;points)</div><div class="ttdoc">Get the number of points.</div><div class="ttdef"><b>Definition:</b> traits.hpp:16</div></div>
<div class="ttc" id="anamespacesmall__gicp_1_1traits_html_a66b660d3a0c2e81cdf06abc8efebdad1"><div class="ttname"><a href="namespacesmall__gicp_1_1traits.html#a66b660d3a0c2e81cdf06abc8efebdad1">small_gicp::traits::point</a></div><div class="ttdeci">auto point(const T &amp;points, size_t i)</div><div class="ttdoc">Get i-th point. 4D vector is used to take advantage of SIMD intrinsics. The last element must be fill...</div><div class="ttdef"><b>Definition:</b> traits.hpp:40</div></div>
<div class="ttc" id="anamespacesmall__gicp_1_1traits_html_ad663f28d1c31b400619cf2c87cf7725a"><div class="ttname"><a href="namespacesmall__gicp_1_1traits.html#ad663f28d1c31b400619cf2c87cf7725a">small_gicp::traits::set_point</a></div><div class="ttdeci">void set_point(T &amp;points, size_t i, const Eigen::Vector4d &amp;pt)</div><div class="ttdoc">Set i-th point. (x, y, z, 1)</div><div class="ttdef"><b>Definition:</b> traits.hpp:64</div></div>
<div class="ttc" id="anamespacesmall__gicp_1_1traits_html_ae35e34068062341652ed9dbf7c3eba25"><div class="ttname"><a href="namespacesmall__gicp_1_1traits.html#ae35e34068062341652ed9dbf7c3eba25">small_gicp::traits::resize</a></div><div class="ttdeci">void resize(T &amp;points, size_t n)</div><div class="ttdoc">Resize the point cloud (this function should resize all attributes)</div><div class="ttdef"><b>Definition:</b> traits.hpp:58</div></div>
<div class="ttc" id="anamespacesmall__gicp_html"><div class="ttname"><a href="namespacesmall__gicp.html">small_gicp</a></div><div class="ttdef"><b>Definition:</b> flat_container.hpp:12</div></div>
<div class="ttc" id="anamespacesmall__gicp_html_af99df9601fa3d294463327902f51669b"><div class="ttname"><a href="namespacesmall__gicp.html#af99df9601fa3d294463327902f51669b">small_gicp::voxelgrid_sampling_tbb</a></div><div class="ttdeci">std::shared_ptr&lt; OutputPointCloud &gt; voxelgrid_sampling_tbb(const InputPointCloud &amp;points, double leaf_size)</div><div class="ttdoc">Voxel grid downsampling with TBB backend.</div><div class="ttdef"><b>Definition:</b> downsampling_tbb.hpp:26</div></div>
<div class="ttc" id="apoints_2traits_8hpp_html"><div class="ttname"><a href="points_2traits_8hpp.html">traits.hpp</a></div></div>
<div class="ttc" id="avector3i__hash_8hpp_html"><div class="ttname"><a href="vector3i__hash_8hpp.html">vector3i_hash.hpp</a></div></div>
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