mirror of
https://github.com/ml-explore/mlx.git
synced 2025-06-25 09:51:17 +08:00
340 lines
42 KiB
HTML
340 lines
42 KiB
HTML
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "https://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
|
|
<html xmlns="http://www.w3.org/1999/xhtml" lang="en-US">
|
|
<head>
|
|
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
|
|
<meta http-equiv="X-UA-Compatible" content="IE=11"/>
|
|
<meta name="generator" content="Doxygen 1.12.0"/>
|
|
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
|
<title>MLX: mlx/backend/common/binary_two.h Source File</title>
|
|
<link href="tabs.css" rel="stylesheet" type="text/css"/>
|
|
<script type="text/javascript" src="jquery.js"></script>
|
|
<script type="text/javascript" src="dynsections.js"></script>
|
|
<script type="text/javascript" src="clipboard.js"></script>
|
|
<link href="navtree.css" rel="stylesheet" type="text/css"/>
|
|
<script type="text/javascript" src="resize.js"></script>
|
|
<script type="text/javascript" src="cookie.js"></script>
|
|
<link href="search/search.css" rel="stylesheet" type="text/css"/>
|
|
<script type="text/javascript" src="search/searchdata.js"></script>
|
|
<script type="text/javascript" src="search/search.js"></script>
|
|
<link href="doxygen.css" rel="stylesheet" type="text/css" />
|
|
</head>
|
|
<body>
|
|
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
|
|
<div id="titlearea">
|
|
<table cellspacing="0" cellpadding="0">
|
|
<tbody>
|
|
<tr id="projectrow">
|
|
<td id="projectalign">
|
|
<div id="projectname">MLX
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
</div>
|
|
<!-- end header part -->
|
|
<!-- Generated by Doxygen 1.12.0 -->
|
|
<script type="text/javascript">
|
|
/* @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt MIT */
|
|
var searchBox = new SearchBox("searchBox", "search/",'.html');
|
|
/* @license-end */
|
|
</script>
|
|
<script type="text/javascript">
|
|
/* @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt MIT */
|
|
$(function() { codefold.init(0); });
|
|
/* @license-end */
|
|
</script>
|
|
<script type="text/javascript" src="menudata.js"></script>
|
|
<script type="text/javascript" src="menu.js"></script>
|
|
<script type="text/javascript">
|
|
/* @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt MIT */
|
|
$(function() {
|
|
initMenu('',true,false,'search.php','Search',false);
|
|
$(function() { init_search(); });
|
|
});
|
|
/* @license-end */
|
|
</script>
|
|
<div id="main-nav"></div>
|
|
<script type="text/javascript">
|
|
/* @license magnet:?xt=urn:btih:d3d9a9a6595521f9666a5e94cc830dab83b65699&dn=expat.txt MIT */
|
|
$(function(){ initResizable(false); });
|
|
/* @license-end */
|
|
</script>
|
|
<!-- window showing the filter options -->
|
|
<div id="MSearchSelectWindow"
|
|
onmouseover="return searchBox.OnSearchSelectShow()"
|
|
onmouseout="return searchBox.OnSearchSelectHide()"
|
|
onkeydown="return searchBox.OnSearchSelectKey(event)">
|
|
</div>
|
|
|
|
<!-- iframe showing the search results (closed by default) -->
|
|
<div id="MSearchResultsWindow">
|
|
<div id="MSearchResults">
|
|
<div class="SRPage">
|
|
<div id="SRIndex">
|
|
<div id="SRResults"></div>
|
|
<div class="SRStatus" id="Loading">Loading...</div>
|
|
<div class="SRStatus" id="Searching">Searching...</div>
|
|
<div class="SRStatus" id="NoMatches">No Matches</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
</div>
|
|
|
|
<div id="nav-path" class="navpath">
|
|
<ul>
|
|
<li class="navelem"><a class="el" href="dir_938ab0ecf10b8b860ff766c820f665fd.html">mlx</a></li><li class="navelem"><a class="el" href="dir_1d446c9bd3c99228254c9484e0bc5c06.html">backend</a></li><li class="navelem"><a class="el" href="dir_f149b24a1b5be11cd70151abe517e3f8.html">common</a></li> </ul>
|
|
</div>
|
|
</div><!-- top -->
|
|
<div id="doc-content">
|
|
<div class="header">
|
|
<div class="headertitle"><div class="title">binary_two.h</div></div>
|
|
</div><!--header-->
|
|
<div class="contents">
|
|
<a href="common_2binary__two_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a id="l00001" name="l00001"></a><span class="lineno"> 1</span><span class="comment">// Copyright © 2023 Apple Inc.</span></div>
|
|
<div class="line"><a id="l00002" name="l00002"></a><span class="lineno"> 2</span> </div>
|
|
<div class="line"><a id="l00003" name="l00003"></a><span class="lineno"> 3</span><span class="preprocessor">#pragma once</span></div>
|
|
<div class="line"><a id="l00004" name="l00004"></a><span class="lineno"> 4</span> </div>
|
|
<div class="line"><a id="l00005" name="l00005"></a><span class="lineno"> 5</span><span class="preprocessor">#include "<a class="code" href="common_2binary_8h.html">mlx/backend/common/binary.h</a>"</span></div>
|
|
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno"> 6</span><span class="preprocessor">#include "<a class="code" href="backend_2common_2utils_8h.html">mlx/backend/common/utils.h</a>"</span></div>
|
|
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno"> 7</span> </div>
|
|
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno"> 8</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespacemlx_1_1core.html">mlx::core</a> {</div>
|
|
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"> 9</span> </div>
|
|
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno"> 10</span><span class="keyword">namespace </span>{</div>
|
|
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"> 11</span> </div>
|
|
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"> 12</span><span class="keyword">template</span> <<span class="keyword">typename</span> T, <span class="keyword">typename</span> U, <span class="keyword">typename</span> Op, <span class="keywordtype">int</span> D></div>
|
|
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"> 13</span><span class="keywordtype">void</span> binary_op_dims(</div>
|
|
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"> 14</span> <span class="keyword">const</span> T* a,</div>
|
|
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno"> 15</span> <span class="keyword">const</span> T* b,</div>
|
|
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno"> 16</span> U* out_a,</div>
|
|
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno"> 17</span> U* out_b,</div>
|
|
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno"> 18</span> Op <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>,</div>
|
|
<div class="line"><a id="l00019" name="l00019"></a><span class="lineno"> 19</span> <span class="keyword">const</span> std::vector<int>& shape,</div>
|
|
<div class="line"><a id="l00020" name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">const</span> std::vector<size_t>& a_strides,</div>
|
|
<div class="line"><a id="l00021" name="l00021"></a><span class="lineno"> 21</span> <span class="keyword">const</span> std::vector<size_t>& b_strides,</div>
|
|
<div class="line"><a id="l00022" name="l00022"></a><span class="lineno"> 22</span> <span class="keyword">const</span> std::vector<size_t>& out_strides,</div>
|
|
<div class="line"><a id="l00023" name="l00023"></a><span class="lineno"> 23</span> <span class="keywordtype">int</span> axis) {</div>
|
|
<div class="line"><a id="l00024" name="l00024"></a><span class="lineno"> 24</span> <span class="keyword">auto</span> stride_a = a_strides[axis];</div>
|
|
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno"> 25</span> <span class="keyword">auto</span> stride_b = b_strides[axis];</div>
|
|
<div class="line"><a id="l00026" name="l00026"></a><span class="lineno"> 26</span> <span class="keyword">auto</span> stride_out = out_strides[axis];</div>
|
|
<div class="line"><a id="l00027" name="l00027"></a><span class="lineno"> 27</span> <span class="keyword">auto</span> N = shape[axis];</div>
|
|
<div class="line"><a id="l00028" name="l00028"></a><span class="lineno"> 28</span> </div>
|
|
<div class="line"><a id="l00029" name="l00029"></a><span class="lineno"> 29</span> <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i = 0; i < N; i++) {</div>
|
|
<div class="line"><a id="l00030" name="l00030"></a><span class="lineno"> 30</span> <span class="keywordflow">if</span> <span class="keyword">constexpr</span> (D > 1) {</div>
|
|
<div class="line"><a id="l00031" name="l00031"></a><span class="lineno"> 31</span> binary_op_dims<T, U, Op, D - 1>(</div>
|
|
<div class="line"><a id="l00032" name="l00032"></a><span class="lineno"> 32</span> a,</div>
|
|
<div class="line"><a id="l00033" name="l00033"></a><span class="lineno"> 33</span> b,</div>
|
|
<div class="line"><a id="l00034" name="l00034"></a><span class="lineno"> 34</span> out_a,</div>
|
|
<div class="line"><a id="l00035" name="l00035"></a><span class="lineno"> 35</span> out_b,</div>
|
|
<div class="line"><a id="l00036" name="l00036"></a><span class="lineno"> 36</span> <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>,</div>
|
|
<div class="line"><a id="l00037" name="l00037"></a><span class="lineno"> 37</span> shape,</div>
|
|
<div class="line"><a id="l00038" name="l00038"></a><span class="lineno"> 38</span> a_strides,</div>
|
|
<div class="line"><a id="l00039" name="l00039"></a><span class="lineno"> 39</span> b_strides,</div>
|
|
<div class="line"><a id="l00040" name="l00040"></a><span class="lineno"> 40</span> out_strides,</div>
|
|
<div class="line"><a id="l00041" name="l00041"></a><span class="lineno"> 41</span> axis + 1);</div>
|
|
<div class="line"><a id="l00042" name="l00042"></a><span class="lineno"> 42</span> } <span class="keywordflow">else</span> {</div>
|
|
<div class="line"><a id="l00043" name="l00043"></a><span class="lineno"> 43</span> std::tie(*out_a, *out_b) = <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>(*a, *b);</div>
|
|
<div class="line"><a id="l00044" name="l00044"></a><span class="lineno"> 44</span> }</div>
|
|
<div class="line"><a id="l00045" name="l00045"></a><span class="lineno"> 45</span> a += stride_a;</div>
|
|
<div class="line"><a id="l00046" name="l00046"></a><span class="lineno"> 46</span> b += stride_b;</div>
|
|
<div class="line"><a id="l00047" name="l00047"></a><span class="lineno"> 47</span> out_a += stride_out;</div>
|
|
<div class="line"><a id="l00048" name="l00048"></a><span class="lineno"> 48</span> out_b += stride_out;</div>
|
|
<div class="line"><a id="l00049" name="l00049"></a><span class="lineno"> 49</span> }</div>
|
|
<div class="line"><a id="l00050" name="l00050"></a><span class="lineno"> 50</span>}</div>
|
|
<div class="line"><a id="l00051" name="l00051"></a><span class="lineno"> 51</span> </div>
|
|
<div class="line"><a id="l00052" name="l00052"></a><span class="lineno"> 52</span><span class="keyword">template</span> <<span class="keyword">typename</span> T, <span class="keyword">typename</span> U, <span class="keyword">typename</span> Op></div>
|
|
<div class="line"><a id="l00053" name="l00053"></a><span class="lineno"> 53</span><span class="keywordtype">void</span> binary_op_dispatch_dims(</div>
|
|
<div class="line"><a id="l00054" name="l00054"></a><span class="lineno"> 54</span> <span class="keyword">const</span> array& a,</div>
|
|
<div class="line"><a id="l00055" name="l00055"></a><span class="lineno"> 55</span> <span class="keyword">const</span> array& b,</div>
|
|
<div class="line"><a id="l00056" name="l00056"></a><span class="lineno"> 56</span> array& out_a,</div>
|
|
<div class="line"><a id="l00057" name="l00057"></a><span class="lineno"> 57</span> array& out_b,</div>
|
|
<div class="line"><a id="l00058" name="l00058"></a><span class="lineno"> 58</span> Op <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>) {</div>
|
|
<div class="line"><a id="l00059" name="l00059"></a><span class="lineno"> 59</span> <span class="keyword">auto</span> [shape, strides] = <a class="code hl_function" href="namespacemlx_1_1core.html#a38fe6ec5220d13d96c7dad7556d2b613">collapse_contiguous_dims</a>(</div>
|
|
<div class="line"><a id="l00060" name="l00060"></a><span class="lineno"> 60</span> a.shape(), {a.strides(), b.strides(), out_a.strides()});</div>
|
|
<div class="line"><a id="l00061" name="l00061"></a><span class="lineno"> 61</span> <span class="keyword">const</span> <span class="keyword">auto</span>& a_strides = strides[0];</div>
|
|
<div class="line"><a id="l00062" name="l00062"></a><span class="lineno"> 62</span> <span class="keyword">const</span> <span class="keyword">auto</span>& b_strides = strides[1];</div>
|
|
<div class="line"><a id="l00063" name="l00063"></a><span class="lineno"> 63</span> <span class="keyword">const</span> <span class="keyword">auto</span>& out_strides = strides[2];</div>
|
|
<div class="line"><a id="l00064" name="l00064"></a><span class="lineno"> 64</span> <span class="keyword">const</span> T* a_ptr = a.data<T>();</div>
|
|
<div class="line"><a id="l00065" name="l00065"></a><span class="lineno"> 65</span> <span class="keyword">const</span> T* b_ptr = b.data<T>();</div>
|
|
<div class="line"><a id="l00066" name="l00066"></a><span class="lineno"> 66</span> U* out_a_ptr = out_a.data<U>();</div>
|
|
<div class="line"><a id="l00067" name="l00067"></a><span class="lineno"> 67</span> U* out_b_ptr = out_b.data<U>();</div>
|
|
<div class="line"><a id="l00068" name="l00068"></a><span class="lineno"> 68</span> </div>
|
|
<div class="line"><a id="l00069" name="l00069"></a><span class="lineno"> 69</span> <span class="keywordtype">int</span> ndim = shape.size();</div>
|
|
<div class="line"><a id="l00070" name="l00070"></a><span class="lineno"> 70</span> <span class="keywordflow">switch</span> (ndim) {</div>
|
|
<div class="line"><a id="l00071" name="l00071"></a><span class="lineno"> 71</span> <span class="keywordflow">case</span> 1:</div>
|
|
<div class="line"><a id="l00072" name="l00072"></a><span class="lineno"> 72</span> binary_op_dims<T, U, Op, 1>(</div>
|
|
<div class="line"><a id="l00073" name="l00073"></a><span class="lineno"> 73</span> a_ptr,</div>
|
|
<div class="line"><a id="l00074" name="l00074"></a><span class="lineno"> 74</span> b_ptr,</div>
|
|
<div class="line"><a id="l00075" name="l00075"></a><span class="lineno"> 75</span> out_a_ptr,</div>
|
|
<div class="line"><a id="l00076" name="l00076"></a><span class="lineno"> 76</span> out_b_ptr,</div>
|
|
<div class="line"><a id="l00077" name="l00077"></a><span class="lineno"> 77</span> <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>,</div>
|
|
<div class="line"><a id="l00078" name="l00078"></a><span class="lineno"> 78</span> shape,</div>
|
|
<div class="line"><a id="l00079" name="l00079"></a><span class="lineno"> 79</span> a_strides,</div>
|
|
<div class="line"><a id="l00080" name="l00080"></a><span class="lineno"> 80</span> b_strides,</div>
|
|
<div class="line"><a id="l00081" name="l00081"></a><span class="lineno"> 81</span> out_strides,</div>
|
|
<div class="line"><a id="l00082" name="l00082"></a><span class="lineno"> 82</span> 0);</div>
|
|
<div class="line"><a id="l00083" name="l00083"></a><span class="lineno"> 83</span> <span class="keywordflow">return</span>;</div>
|
|
<div class="line"><a id="l00084" name="l00084"></a><span class="lineno"> 84</span> <span class="keywordflow">case</span> 2:</div>
|
|
<div class="line"><a id="l00085" name="l00085"></a><span class="lineno"> 85</span> binary_op_dims<T, U, Op, 2>(</div>
|
|
<div class="line"><a id="l00086" name="l00086"></a><span class="lineno"> 86</span> a_ptr,</div>
|
|
<div class="line"><a id="l00087" name="l00087"></a><span class="lineno"> 87</span> b_ptr,</div>
|
|
<div class="line"><a id="l00088" name="l00088"></a><span class="lineno"> 88</span> out_a_ptr,</div>
|
|
<div class="line"><a id="l00089" name="l00089"></a><span class="lineno"> 89</span> out_b_ptr,</div>
|
|
<div class="line"><a id="l00090" name="l00090"></a><span class="lineno"> 90</span> <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>,</div>
|
|
<div class="line"><a id="l00091" name="l00091"></a><span class="lineno"> 91</span> shape,</div>
|
|
<div class="line"><a id="l00092" name="l00092"></a><span class="lineno"> 92</span> a_strides,</div>
|
|
<div class="line"><a id="l00093" name="l00093"></a><span class="lineno"> 93</span> b_strides,</div>
|
|
<div class="line"><a id="l00094" name="l00094"></a><span class="lineno"> 94</span> out_strides,</div>
|
|
<div class="line"><a id="l00095" name="l00095"></a><span class="lineno"> 95</span> 0);</div>
|
|
<div class="line"><a id="l00096" name="l00096"></a><span class="lineno"> 96</span> <span class="keywordflow">return</span>;</div>
|
|
<div class="line"><a id="l00097" name="l00097"></a><span class="lineno"> 97</span> }</div>
|
|
<div class="line"><a id="l00098" name="l00098"></a><span class="lineno"> 98</span> </div>
|
|
<div class="line"><a id="l00099" name="l00099"></a><span class="lineno"> 99</span> ContiguousIterator<size_t> a_it(shape, a_strides, ndim - 2);</div>
|
|
<div class="line"><a id="l00100" name="l00100"></a><span class="lineno"> 100</span> ContiguousIterator<size_t> b_it(shape, b_strides, ndim - 2);</div>
|
|
<div class="line"><a id="l00101" name="l00101"></a><span class="lineno"> 101</span> <span class="keywordtype">size_t</span> stride = out_strides[ndim - 3];</div>
|
|
<div class="line"><a id="l00102" name="l00102"></a><span class="lineno"> 102</span> <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> elem = 0; elem < a.size(); elem += stride) {</div>
|
|
<div class="line"><a id="l00103" name="l00103"></a><span class="lineno"> 103</span> binary_op_dims<T, U, Op, 2>(</div>
|
|
<div class="line"><a id="l00104" name="l00104"></a><span class="lineno"> 104</span> a_ptr + a_it.loc,</div>
|
|
<div class="line"><a id="l00105" name="l00105"></a><span class="lineno"> 105</span> b_ptr + b_it.loc,</div>
|
|
<div class="line"><a id="l00106" name="l00106"></a><span class="lineno"> 106</span> out_a_ptr + elem,</div>
|
|
<div class="line"><a id="l00107" name="l00107"></a><span class="lineno"> 107</span> out_b_ptr + elem,</div>
|
|
<div class="line"><a id="l00108" name="l00108"></a><span class="lineno"> 108</span> <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>,</div>
|
|
<div class="line"><a id="l00109" name="l00109"></a><span class="lineno"> 109</span> shape,</div>
|
|
<div class="line"><a id="l00110" name="l00110"></a><span class="lineno"> 110</span> a_strides,</div>
|
|
<div class="line"><a id="l00111" name="l00111"></a><span class="lineno"> 111</span> b_strides,</div>
|
|
<div class="line"><a id="l00112" name="l00112"></a><span class="lineno"> 112</span> out_strides,</div>
|
|
<div class="line"><a id="l00113" name="l00113"></a><span class="lineno"> 113</span> ndim - 2);</div>
|
|
<div class="line"><a id="l00114" name="l00114"></a><span class="lineno"> 114</span> a_it.step();</div>
|
|
<div class="line"><a id="l00115" name="l00115"></a><span class="lineno"> 115</span> b_it.step();</div>
|
|
<div class="line"><a id="l00116" name="l00116"></a><span class="lineno"> 116</span> }</div>
|
|
<div class="line"><a id="l00117" name="l00117"></a><span class="lineno"> 117</span>}</div>
|
|
<div class="line"><a id="l00118" name="l00118"></a><span class="lineno"> 118</span> </div>
|
|
<div class="line"><a id="l00119" name="l00119"></a><span class="lineno"> 119</span><span class="keyword">template</span> <<span class="keyword">typename</span> T, <span class="keyword">typename</span> U = T, <span class="keyword">typename</span> Op></div>
|
|
<div class="line"><a id="l00120" name="l00120"></a><span class="lineno"> 120</span><span class="keywordtype">void</span> binary_op(</div>
|
|
<div class="line"><a id="l00121" name="l00121"></a><span class="lineno"> 121</span> <span class="keyword">const</span> array& a,</div>
|
|
<div class="line"><a id="l00122" name="l00122"></a><span class="lineno"> 122</span> <span class="keyword">const</span> array& b,</div>
|
|
<div class="line"><a id="l00123" name="l00123"></a><span class="lineno"> 123</span> std::vector<array>& outputs,</div>
|
|
<div class="line"><a id="l00124" name="l00124"></a><span class="lineno"> 124</span> Op <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>) {</div>
|
|
<div class="line"><a id="l00125" name="l00125"></a><span class="lineno"> 125</span> <span class="keyword">auto</span> bopt = get_binary_op_type(a, b);</div>
|
|
<div class="line"><a id="l00126" name="l00126"></a><span class="lineno"> 126</span> <span class="keyword">auto</span>& out_a = outputs[0];</div>
|
|
<div class="line"><a id="l00127" name="l00127"></a><span class="lineno"> 127</span> <span class="keyword">auto</span>& out_b = outputs[1];</div>
|
|
<div class="line"><a id="l00128" name="l00128"></a><span class="lineno"> 128</span> set_binary_op_output_data(a, b, out_a, bopt);</div>
|
|
<div class="line"><a id="l00129" name="l00129"></a><span class="lineno"> 129</span> set_binary_op_output_data(a, b, out_b, bopt);</div>
|
|
<div class="line"><a id="l00130" name="l00130"></a><span class="lineno"> 130</span> </div>
|
|
<div class="line"><a id="l00131" name="l00131"></a><span class="lineno"> 131</span> <span class="comment">// The full computation is scalar scalar so call the base op once</span></div>
|
|
<div class="line"><a id="l00132" name="l00132"></a><span class="lineno"> 132</span> <span class="keywordflow">if</span> (bopt == BinaryOpType::General) {</div>
|
|
<div class="line"><a id="l00133" name="l00133"></a><span class="lineno"> 133</span> binary_op_dispatch_dims<T, U, Op>(a, b, out_a, out_b, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00134" name="l00134"></a><span class="lineno"> 134</span> <span class="keywordflow">return</span>;</div>
|
|
<div class="line"><a id="l00135" name="l00135"></a><span class="lineno"> 135</span> }</div>
|
|
<div class="line"><a id="l00136" name="l00136"></a><span class="lineno"> 136</span> </div>
|
|
<div class="line"><a id="l00137" name="l00137"></a><span class="lineno"> 137</span> <span class="keyword">auto</span> a_ptr = a.data<T>();</div>
|
|
<div class="line"><a id="l00138" name="l00138"></a><span class="lineno"> 138</span> <span class="keyword">auto</span> b_ptr = b.data<T>();</div>
|
|
<div class="line"><a id="l00139" name="l00139"></a><span class="lineno"> 139</span> <span class="keyword">auto</span> out_a_ptr = out_a.data<U>();</div>
|
|
<div class="line"><a id="l00140" name="l00140"></a><span class="lineno"> 140</span> <span class="keyword">auto</span> out_b_ptr = out_b.data<U>();</div>
|
|
<div class="line"><a id="l00141" name="l00141"></a><span class="lineno"> 141</span> <span class="keywordflow">if</span> (bopt == BinaryOpType::ScalarScalar) {</div>
|
|
<div class="line"><a id="l00142" name="l00142"></a><span class="lineno"> 142</span> std::tie(*out_a_ptr, *out_b_ptr) = <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>(*a_ptr, *b_ptr);</div>
|
|
<div class="line"><a id="l00143" name="l00143"></a><span class="lineno"> 143</span> } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (bopt == BinaryOpType::ScalarVector) {</div>
|
|
<div class="line"><a id="l00144" name="l00144"></a><span class="lineno"> 144</span> <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < b.size(); ++i) {</div>
|
|
<div class="line"><a id="l00145" name="l00145"></a><span class="lineno"> 145</span> std::tie(*out_a_ptr, *out_b_ptr) = <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>(*a_ptr, *b_ptr);</div>
|
|
<div class="line"><a id="l00146" name="l00146"></a><span class="lineno"> 146</span> out_a_ptr++;</div>
|
|
<div class="line"><a id="l00147" name="l00147"></a><span class="lineno"> 147</span> out_b_ptr++;</div>
|
|
<div class="line"><a id="l00148" name="l00148"></a><span class="lineno"> 148</span> b_ptr++;</div>
|
|
<div class="line"><a id="l00149" name="l00149"></a><span class="lineno"> 149</span> }</div>
|
|
<div class="line"><a id="l00150" name="l00150"></a><span class="lineno"> 150</span> } <span class="keywordflow">else</span> <span class="keywordflow">if</span> (bopt == BinaryOpType::VectorScalar) {</div>
|
|
<div class="line"><a id="l00151" name="l00151"></a><span class="lineno"> 151</span> <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < a.size(); ++i) {</div>
|
|
<div class="line"><a id="l00152" name="l00152"></a><span class="lineno"> 152</span> std::tie(*out_a_ptr, *out_b_ptr) = <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>(*a_ptr, *b_ptr);</div>
|
|
<div class="line"><a id="l00153" name="l00153"></a><span class="lineno"> 153</span> out_a_ptr++;</div>
|
|
<div class="line"><a id="l00154" name="l00154"></a><span class="lineno"> 154</span> out_b_ptr++;</div>
|
|
<div class="line"><a id="l00155" name="l00155"></a><span class="lineno"> 155</span> a_ptr++;</div>
|
|
<div class="line"><a id="l00156" name="l00156"></a><span class="lineno"> 156</span> }</div>
|
|
<div class="line"><a id="l00157" name="l00157"></a><span class="lineno"> 157</span> } <span class="keywordflow">else</span> { <span class="comment">// VectorVector</span></div>
|
|
<div class="line"><a id="l00158" name="l00158"></a><span class="lineno"> 158</span> <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < a.size(); ++i) {</div>
|
|
<div class="line"><a id="l00159" name="l00159"></a><span class="lineno"> 159</span> std::tie(*out_a_ptr, *out_b_ptr) = <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>(*a_ptr, *b_ptr);</div>
|
|
<div class="line"><a id="l00160" name="l00160"></a><span class="lineno"> 160</span> out_a_ptr++;</div>
|
|
<div class="line"><a id="l00161" name="l00161"></a><span class="lineno"> 161</span> out_b_ptr++;</div>
|
|
<div class="line"><a id="l00162" name="l00162"></a><span class="lineno"> 162</span> a_ptr++;</div>
|
|
<div class="line"><a id="l00163" name="l00163"></a><span class="lineno"> 163</span> b_ptr++;</div>
|
|
<div class="line"><a id="l00164" name="l00164"></a><span class="lineno"> 164</span> }</div>
|
|
<div class="line"><a id="l00165" name="l00165"></a><span class="lineno"> 165</span> }</div>
|
|
<div class="line"><a id="l00166" name="l00166"></a><span class="lineno"> 166</span>}</div>
|
|
<div class="line"><a id="l00167" name="l00167"></a><span class="lineno"> 167</span> </div>
|
|
<div class="line"><a id="l00168" name="l00168"></a><span class="lineno"> 168</span><span class="keyword">template</span> <<span class="keyword">typename</span> Op></div>
|
|
<div class="line"><a id="l00169" name="l00169"></a><span class="lineno"> 169</span><span class="keywordtype">void</span> <a class="code hl_function" href="namespacemlx_1_1core_1_1metal.html#a269d591ec02e2f7c0f7a718fbfa37f73">binary</a>(</div>
|
|
<div class="line"><a id="l00170" name="l00170"></a><span class="lineno"> 170</span> <span class="keyword">const</span> array& a,</div>
|
|
<div class="line"><a id="l00171" name="l00171"></a><span class="lineno"> 171</span> <span class="keyword">const</span> array& b,</div>
|
|
<div class="line"><a id="l00172" name="l00172"></a><span class="lineno"> 172</span> std::vector<array>& outputs,</div>
|
|
<div class="line"><a id="l00173" name="l00173"></a><span class="lineno"> 173</span> Op <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>) {</div>
|
|
<div class="line"><a id="l00174" name="l00174"></a><span class="lineno"> 174</span> <span class="keywordflow">switch</span> (outputs[0].dtype()) {</div>
|
|
<div class="line"><a id="l00175" name="l00175"></a><span class="lineno"> 175</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a113d2bac7e4aa6a4cb4a5c3242527b82">bool_</a>:</div>
|
|
<div class="line"><a id="l00176" name="l00176"></a><span class="lineno"> 176</span> binary_op<bool>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00177" name="l00177"></a><span class="lineno"> 177</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00178" name="l00178"></a><span class="lineno"> 178</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a9778d50afbf456b0bd738751243b3b68">uint8</a>:</div>
|
|
<div class="line"><a id="l00179" name="l00179"></a><span class="lineno"> 179</span> binary_op<uint8_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00180" name="l00180"></a><span class="lineno"> 180</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00181" name="l00181"></a><span class="lineno"> 181</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a312a70c487366968af5e6cbf5038c812">uint16</a>:</div>
|
|
<div class="line"><a id="l00182" name="l00182"></a><span class="lineno"> 182</span> binary_op<uint16_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00183" name="l00183"></a><span class="lineno"> 183</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00184" name="l00184"></a><span class="lineno"> 184</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#ac63820d6fe10545907c33faf466a929e">uint32</a>:</div>
|
|
<div class="line"><a id="l00185" name="l00185"></a><span class="lineno"> 185</span> binary_op<uint32_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00186" name="l00186"></a><span class="lineno"> 186</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00187" name="l00187"></a><span class="lineno"> 187</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a1f42e3dd4787d2ecec7114a12daefec8">uint64</a>:</div>
|
|
<div class="line"><a id="l00188" name="l00188"></a><span class="lineno"> 188</span> binary_op<uint64_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00189" name="l00189"></a><span class="lineno"> 189</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00190" name="l00190"></a><span class="lineno"> 190</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a892e934e146dd938d144cee8813ca672">int8</a>:</div>
|
|
<div class="line"><a id="l00191" name="l00191"></a><span class="lineno"> 191</span> binary_op<int8_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00192" name="l00192"></a><span class="lineno"> 192</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00193" name="l00193"></a><span class="lineno"> 193</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a71ebba4ad1afa730962f0692c4f42f07">int16</a>:</div>
|
|
<div class="line"><a id="l00194" name="l00194"></a><span class="lineno"> 194</span> binary_op<int16_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00195" name="l00195"></a><span class="lineno"> 195</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00196" name="l00196"></a><span class="lineno"> 196</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3">int32</a>:</div>
|
|
<div class="line"><a id="l00197" name="l00197"></a><span class="lineno"> 197</span> binary_op<int32_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00198" name="l00198"></a><span class="lineno"> 198</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00199" name="l00199"></a><span class="lineno"> 199</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a9019bdc191054ada0a502c7c34cef5b8">int64</a>:</div>
|
|
<div class="line"><a id="l00200" name="l00200"></a><span class="lineno"> 200</span> binary_op<int64_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00201" name="l00201"></a><span class="lineno"> 201</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00202" name="l00202"></a><span class="lineno"> 202</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#abf228ee9d8ec48c03bb15adcc4e1f3ec">float16</a>:</div>
|
|
<div class="line"><a id="l00203" name="l00203"></a><span class="lineno"> 203</span> binary_op<float16_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00204" name="l00204"></a><span class="lineno"> 204</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00205" name="l00205"></a><span class="lineno"> 205</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319">float32</a>:</div>
|
|
<div class="line"><a id="l00206" name="l00206"></a><span class="lineno"> 206</span> binary_op<float>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00207" name="l00207"></a><span class="lineno"> 207</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00208" name="l00208"></a><span class="lineno"> 208</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#a514cf8b4e6f0a6af3a867e752f4338f7">bfloat16</a>:</div>
|
|
<div class="line"><a id="l00209" name="l00209"></a><span class="lineno"> 209</span> binary_op<bfloat16_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00210" name="l00210"></a><span class="lineno"> 210</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00211" name="l00211"></a><span class="lineno"> 211</span> <span class="keywordflow">case</span> <a class="code hl_variable" href="namespacemlx_1_1core.html#af99db87e0078bfcdb383f5689bc874d4">complex64</a>:</div>
|
|
<div class="line"><a id="l00212" name="l00212"></a><span class="lineno"> 212</span> binary_op<complex64_t>(a, b, outputs, <a class="code hl_variable" href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a>);</div>
|
|
<div class="line"><a id="l00213" name="l00213"></a><span class="lineno"> 213</span> <span class="keywordflow">break</span>;</div>
|
|
<div class="line"><a id="l00214" name="l00214"></a><span class="lineno"> 214</span> }</div>
|
|
<div class="line"><a id="l00215" name="l00215"></a><span class="lineno"> 215</span>}</div>
|
|
<div class="line"><a id="l00216" name="l00216"></a><span class="lineno"> 216</span> </div>
|
|
<div class="line"><a id="l00217" name="l00217"></a><span class="lineno"> 217</span>} <span class="comment">// namespace</span></div>
|
|
<div class="line"><a id="l00218" name="l00218"></a><span class="lineno"> 218</span> </div>
|
|
<div class="line"><a id="l00219" name="l00219"></a><span class="lineno"> 219</span>} <span class="comment">// namespace mlx::core</span></div>
|
|
<div class="ttc" id="abackend_2common_2utils_8h_html"><div class="ttname"><a href="backend_2common_2utils_8h.html">utils.h</a></div></div>
|
|
<div class="ttc" id="acommon_2binary_8h_html"><div class="ttname"><a href="common_2binary_8h.html">binary.h</a></div></div>
|
|
<div class="ttc" id="acommon_2binary_8h_html_a70228731d29946574b238d21fb4b360c"><div class="ttname"><a href="common_2binary_8h.html#a70228731d29946574b238d21fb4b360c">op</a></div><div class="ttdeci">Op op</div><div class="ttdef"><b>Definition</b> binary.h:129</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_1_1metal_html_a269d591ec02e2f7c0f7a718fbfa37f73"><div class="ttname"><a href="namespacemlx_1_1core_1_1metal.html#a269d591ec02e2f7c0f7a718fbfa37f73">mlx::core::metal::binary</a></div><div class="ttdeci">const char * binary()</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html"><div class="ttname"><a href="namespacemlx_1_1core.html">mlx::core</a></div><div class="ttdef"><b>Definition</b> allocator.h:7</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a113d2bac7e4aa6a4cb4a5c3242527b82"><div class="ttname"><a href="namespacemlx_1_1core.html#a113d2bac7e4aa6a4cb4a5c3242527b82">mlx::core::bool_</a></div><div class="ttdeci">constexpr Dtype bool_</div><div class="ttdef"><b>Definition</b> dtype.h:67</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a1f42e3dd4787d2ecec7114a12daefec8"><div class="ttname"><a href="namespacemlx_1_1core.html#a1f42e3dd4787d2ecec7114a12daefec8">mlx::core::uint64</a></div><div class="ttdeci">constexpr Dtype uint64</div><div class="ttdef"><b>Definition</b> dtype.h:72</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a312a70c487366968af5e6cbf5038c812"><div class="ttname"><a href="namespacemlx_1_1core.html#a312a70c487366968af5e6cbf5038c812">mlx::core::uint16</a></div><div class="ttdeci">constexpr Dtype uint16</div><div class="ttdef"><b>Definition</b> dtype.h:70</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a38fe6ec5220d13d96c7dad7556d2b613"><div class="ttname"><a href="namespacemlx_1_1core.html#a38fe6ec5220d13d96c7dad7556d2b613">mlx::core::collapse_contiguous_dims</a></div><div class="ttdeci">std::tuple< std::vector< int >, std::vector< std::vector< int64_t > > > collapse_contiguous_dims(const std::vector< int > &shape, const std::vector< std::vector< int64_t > > &strides, int64_t size_cap=std::numeric_limits< int32_t >::max())</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a514cf8b4e6f0a6af3a867e752f4338f7"><div class="ttname"><a href="namespacemlx_1_1core.html#a514cf8b4e6f0a6af3a867e752f4338f7">mlx::core::bfloat16</a></div><div class="ttdeci">constexpr Dtype bfloat16</div><div class="ttdef"><b>Definition</b> dtype.h:81</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a5d6373aad1444edc9de1eb07bfe5cad3"><div class="ttname"><a href="namespacemlx_1_1core.html#a5d6373aad1444edc9de1eb07bfe5cad3">mlx::core::int32</a></div><div class="ttdeci">constexpr Dtype int32</div><div class="ttdef"><b>Definition</b> dtype.h:76</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a6894543b340321193dfb8052c438a319"><div class="ttname"><a href="namespacemlx_1_1core.html#a6894543b340321193dfb8052c438a319">mlx::core::float32</a></div><div class="ttdeci">constexpr Dtype float32</div><div class="ttdef"><b>Definition</b> dtype.h:80</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a71ebba4ad1afa730962f0692c4f42f07"><div class="ttname"><a href="namespacemlx_1_1core.html#a71ebba4ad1afa730962f0692c4f42f07">mlx::core::int16</a></div><div class="ttdeci">constexpr Dtype int16</div><div class="ttdef"><b>Definition</b> dtype.h:75</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a892e934e146dd938d144cee8813ca672"><div class="ttname"><a href="namespacemlx_1_1core.html#a892e934e146dd938d144cee8813ca672">mlx::core::int8</a></div><div class="ttdeci">constexpr Dtype int8</div><div class="ttdef"><b>Definition</b> dtype.h:74</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a9019bdc191054ada0a502c7c34cef5b8"><div class="ttname"><a href="namespacemlx_1_1core.html#a9019bdc191054ada0a502c7c34cef5b8">mlx::core::int64</a></div><div class="ttdeci">constexpr Dtype int64</div><div class="ttdef"><b>Definition</b> dtype.h:77</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_a9778d50afbf456b0bd738751243b3b68"><div class="ttname"><a href="namespacemlx_1_1core.html#a9778d50afbf456b0bd738751243b3b68">mlx::core::uint8</a></div><div class="ttdeci">constexpr Dtype uint8</div><div class="ttdef"><b>Definition</b> dtype.h:69</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_abf228ee9d8ec48c03bb15adcc4e1f3ec"><div class="ttname"><a href="namespacemlx_1_1core.html#abf228ee9d8ec48c03bb15adcc4e1f3ec">mlx::core::float16</a></div><div class="ttdeci">constexpr Dtype float16</div><div class="ttdef"><b>Definition</b> dtype.h:79</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_ac63820d6fe10545907c33faf466a929e"><div class="ttname"><a href="namespacemlx_1_1core.html#ac63820d6fe10545907c33faf466a929e">mlx::core::uint32</a></div><div class="ttdeci">constexpr Dtype uint32</div><div class="ttdef"><b>Definition</b> dtype.h:71</div></div>
|
|
<div class="ttc" id="anamespacemlx_1_1core_html_af99db87e0078bfcdb383f5689bc874d4"><div class="ttname"><a href="namespacemlx_1_1core.html#af99db87e0078bfcdb383f5689bc874d4">mlx::core::complex64</a></div><div class="ttdeci">constexpr Dtype complex64</div><div class="ttdef"><b>Definition</b> dtype.h:82</div></div>
|
|
</div><!-- fragment --></div><!-- contents -->
|
|
<!-- start footer part -->
|
|
<hr class="footer"/><address class="footer"><small>
|
|
Generated by <a href="https://www.doxygen.org/index.html"><img class="footer" src="doxygen.svg" width="104" height="31" alt="doxygen"/></a> 1.12.0
|
|
</small></address>
|
|
</div><!-- doc-content -->
|
|
</body>
|
|
</html>
|