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<a href="util-inl_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>&#160;<span class="comment">/*</span></div>
<div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment"> * Licensed to the Apache Software Foundation (ASF) under one</span></div>
<div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment"> * or more contributor license agreements. See the NOTICE file</span></div>
<div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment"> * distributed with this work for additional information</span></div>
<div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="comment"> * regarding copyright ownership. The ASF licenses this file</span></div>
<div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;<span class="comment"> * to you under the Apache License, Version 2.0 (the</span></div>
<div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="comment"> * &quot;License&quot;); you may not use this file except in compliance</span></div>
<div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="comment"> * with the License. You may obtain a copy of the License at</span></div>
<div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;<span class="comment"> * http://www.apache.org/licenses/LICENSE-2.0</span></div>
<div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;<span class="comment"> *</span></div>
<div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="comment"> * Unless required by applicable law or agreed to in writing,</span></div>
<div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="comment"> * software distributed under the License is distributed on an</span></div>
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<div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="comment"> * KIND, either express or implied. See the License for the</span></div>
<div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="comment"> * specific language governing permissions and limitations</span></div>
<div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="comment"> * under the License.</span></div>
<div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="comment"> */</span></div>
<div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160; </div>
<div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="preprocessor">#ifndef MXNET_COMMON_CUDA_RTC_UTIL_INL_H_</span></div>
<div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="preprocessor">#define MXNET_COMMON_CUDA_RTC_UTIL_INL_H_</span></div>
<div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160; </div>
<div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="include_2mxnet_2base_8h.html">mxnet/base.h</a>&gt;</span></div>
<div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160; </div>
<div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="preprocessor">#if MXNET_USE_CUDA</span></div>
<div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160; </div>
<div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemxnet.html">mxnet</a> {</div>
<div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;<span class="keyword">namespace </span>common {</div>
<div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;<span class="keyword">namespace </span>cuda {</div>
<div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="keyword">namespace </span>rtc {</div>
<div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160; </div>
<div class="line"><a name="l00032"></a><span class="lineno"><a class="line" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#ae927f16659df551ae48be9507647ec2d"> 32</a></span>&#160;<span class="keyword">const</span> <span class="keywordtype">char</span> <a class="code" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#ae927f16659df551ae48be9507647ec2d">type_support_string</a>[] = R<span class="stringliteral">&quot;code(</span></div>
<div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;<span class="stringliteral">using float32 = float;</span></div>
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160;<span class="stringliteral">using float64 = double;</span></div>
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="stringliteral">using float16 = half;</span></div>
<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;<span class="stringliteral">using uint8 = unsigned char;</span></div>
<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;<span class="stringliteral">using int8 = char;</span></div>
<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="stringliteral">using int32 = int;</span></div>
<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160;<span class="stringliteral">using int64 = long long;</span></div>
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160;<span class="stringliteral">using int16 = short;</span></div>
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;<span class="stringliteral">using uint16 = unsigned short;</span></div>
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;<span class="stringliteral">using uint32 = unsigned int;</span></div>
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;<span class="stringliteral">using uint64 = unsigned long long;</span></div>
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160;<span class="stringliteral">static_assert(sizeof(float32) == 4, &quot;Size of float32 is expected to be 4B&quot;);</span></div>
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;<span class="stringliteral">static_assert(sizeof(float64) == 8, &quot;Size of float64 is expected to be 8B&quot;);</span></div>
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;<span class="stringliteral">static_assert(sizeof(float16) == 2, &quot;Size of float16 is expected to be 2B&quot;);</span></div>
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160;<span class="stringliteral">static_assert(sizeof(uint8) == 1, &quot;Size of uint8 is expected to be 1B&quot;);</span></div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160;<span class="stringliteral">static_assert(sizeof(int8) == 1, &quot;Size of int8 is expected to be 1B&quot;);</span></div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160;<span class="stringliteral">static_assert(sizeof(int32) == 4, &quot;Size of int32 is expected to be 4B&quot;);</span></div>
<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160;<span class="stringliteral">static_assert(sizeof(int64) == 8, &quot;Size of int64 is expected to be 8B&quot;);</span></div>
<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;<span class="stringliteral">static_assert(sizeof(int16) == 2, &quot;Size of int16 is expected to be 2B&quot;);</span></div>
<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160;<span class="stringliteral">static_assert(sizeof(uint16) == 2, &quot;Size of uint16 is expected to be 2B&quot;);</span></div>
<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160;<span class="stringliteral">static_assert(sizeof(uint32) == 4, &quot;Size of uint32 is expected to be 4B&quot;);</span></div>
<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160;<span class="stringliteral">static_assert(sizeof(uint64) == 8, &quot;Size of uint64 is expected to be 8B&quot;);</span></div>
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160;<span class="stringliteral">)code&quot;</span></div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;<span class="stringliteral"></span><span class="preprocessor">#if MSHADOW_INT64_TENSOR_SIZE == 1</span></div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; <span class="stringliteral">&quot;typedef int64 index_t;\n&quot;</span></div>
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160;<span class="preprocessor">#else</span></div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160; <span class="stringliteral">&quot;typedef int32 index_t;\n&quot;</span></div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160;<span class="preprocessor">#endif</span></div>
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; R<span class="stringliteral">&quot;code(</span></div>
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160;<span class="stringliteral">// bool and int8 need to be accumulated in index_t</span></div>
<div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;<span class="stringliteral">// but bool needs to be treated in the special way</span></div>
<div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160;<span class="stringliteral">// for ops like bitwise_not</span></div>
<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160;<span class="stringliteral">struct bool_t {</span></div>
<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160;<span class="stringliteral"> index_t value;</span></div>
<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160;<span class="stringliteral"> __device__ inline bool_t(const index_t&amp; v) : value(v) {}</span></div>
<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160;<span class="stringliteral"> __device__ inline bool_t(const volatile index_t&amp; v) : value(v) {}</span></div>
<div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160;<span class="stringliteral"> __device__ inline bool_t() : value(0) {}</span></div>
<div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;<span class="stringliteral"> __device__ inline operator index_t() const volatile { return value; }</span></div>
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;<span class="stringliteral"> __device__ inline bool_t&amp; operator= (const index_t&amp; v) {</span></div>
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;<span class="stringliteral"> value = v;</span></div>
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160;<span class="stringliteral"> return *this;</span></div>
<div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;<span class="stringliteral"> __device__ inline volatile bool_t&amp; operator= (const index_t&amp; v) volatile {</span></div>
<div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;<span class="stringliteral"> value = v;</span></div>
<div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;<span class="stringliteral"> return *this;</span></div>
<div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;<span class="stringliteral"> __device__ inline bool_t&amp; operator= (const volatile index_t&amp; v) {</span></div>
<div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160;<span class="stringliteral"> value = v;</span></div>
<div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;<span class="stringliteral"> return *this;</span></div>
<div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160;<span class="stringliteral">struct AccType&lt;bool&gt; {</span></div>
<div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;<span class="stringliteral"> using type = bool_t;</span></div>
<div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="stringliteral"> __device__ static inline type from(const bool&amp; val) {</span></div>
<div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;<span class="stringliteral"> __device__ static inline bool to(type val) {</span></div>
<div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160;<span class="stringliteral">struct AccType&lt;int8&gt; {</span></div>
<div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160;<span class="stringliteral"> __device__ static inline type from(const int8&amp; val) {</span></div>
<div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160;<span class="stringliteral"> __device__ static inline int8 to(type val) {</span></div>
<div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160;<span class="stringliteral">struct AccType&lt;uint8&gt; {</span></div>
<div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160;<span class="stringliteral"> __device__ static inline type from(const uint8&amp; val) {</span></div>
<div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160;<span class="stringliteral"> __device__ static inline uint8 to(type val) {</span></div>
<div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160;<span class="stringliteral"> return val;</span></div>
<div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160;<span class="stringliteral">namespace type_util {</span></div>
<div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160;<span class="stringliteral">struct false_type {</span></div>
<div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160;<span class="stringliteral"> static constexpr bool value = false;</span></div>
<div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160;<span class="stringliteral">struct true_type {</span></div>
<div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160;<span class="stringliteral"> static constexpr bool value = true;</span></div>
<div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160;<span class="stringliteral">// is_integral</span></div>
<div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160;<span class="stringliteral">template &lt;typename T&gt; struct is_integral : false_type {};</span></div>
<div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;uint8&gt; : true_type {};</span></div>
<div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;uint16&gt; : true_type {};</span></div>
<div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;uint32&gt; : true_type {};</span></div>
<div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;uint64&gt; : true_type {};</span></div>
<div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;int8&gt; : true_type {};</span></div>
<div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;int16&gt; : true_type {};</span></div>
<div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;int32&gt; : true_type {};</span></div>
<div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;int64&gt; : true_type {};</span></div>
<div class="line"><a name="l00147"></a><span class="lineno"> 147</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;bool&gt; : true_type {};</span></div>
<div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_integral&lt;bool_t&gt; : true_type {};</span></div>
<div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160;<span class="stringliteral">// is_unsigned</span></div>
<div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;<span class="stringliteral">template &lt;typename T&gt; struct is_unsigned : false_type {};</span></div>
<div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;uint8&gt; : true_type {};</span></div>
<div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;uint16&gt; : true_type {};</span></div>
<div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;uint32&gt; : true_type {};</span></div>
<div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;uint64&gt; : true_type {};</span></div>
<div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;bool&gt; : true_type {};</span></div>
<div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160;<span class="stringliteral">template &lt;&gt; struct is_unsigned&lt;bool_t&gt; : true_type {};</span></div>
<div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160;<span class="stringliteral">// is_same</span></div>
<div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160;<span class="stringliteral">struct is_same : false_type {};</span></div>
<div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160;<span class="stringliteral">template &lt;typename T&gt; struct is_same&lt;T, T&gt; : true_type {};</span></div>
<div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160;<span class="stringliteral">// has_double</span></div>
<div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;<span class="stringliteral">template &lt;typename... T&gt; struct has_double : false_type {};</span></div>
<div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160;<span class="stringliteral">template &lt;typename A, typename... B&gt;</span></div>
<div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160;<span class="stringliteral">struct has_double&lt;A, B...&gt; {</span></div>
<div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;<span class="stringliteral"> static constexpr bool value = is_same&lt;A, double&gt;::value ||</span></div>
<div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160;<span class="stringliteral"> has_double&lt;B...&gt;::value;</span></div>
<div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;<span class="stringliteral">// has_double_or_integral</span></div>
<div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160;<span class="stringliteral">template &lt;typename... T&gt; struct has_double_or_integral : false_type {};</span></div>
<div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160;<span class="stringliteral">template &lt;typename A, typename... B&gt;</span></div>
<div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160;<span class="stringliteral">struct has_double_or_integral&lt;A, B...&gt; {</span></div>
<div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;<span class="stringliteral"> static constexpr bool value = is_same&lt;A, double&gt;::value ||</span></div>
<div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;<span class="stringliteral"> is_integral&lt;A&gt;::value ||</span></div>
<div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160;<span class="stringliteral"> has_double_or_integral&lt;B...&gt;::value;</span></div>
<div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;<span class="stringliteral">template &lt;bool b&gt;</span></div>
<div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;<span class="stringliteral">struct enable_if {};</span></div>
<div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160;<span class="stringliteral">struct enable_if&lt;true&gt; {</span></div>
<div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;<span class="stringliteral"> using type = void;</span></div>
<div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160;<span class="stringliteral">template &lt;typename T, typename U, class Enable = void&gt;</span></div>
<div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160;<span class="stringliteral">struct mixed_type_helper;</span></div>
<div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, float64, typename enable_if&lt;!is_same&lt;float64, T&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160;<span class="stringliteral"> using type = float64;</span></div>
<div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;float64, T&gt; {</span></div>
<div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;<span class="stringliteral"> using type = float64;</span></div>
<div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, float32, typename enable_if&lt;!is_same&lt;float64, T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;<span class="stringliteral"> !is_same&lt;float32, T&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160;<span class="stringliteral"> using type = float32;</span></div>
<div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00210"></a><span class="lineno"> 210</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00211"></a><span class="lineno"> 211</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;float32, T, typename enable_if&lt;!is_same&lt;float64, T&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00212"></a><span class="lineno"> 212</span>&#160;<span class="stringliteral"> using type = float32;</span></div>
<div class="line"><a name="l00213"></a><span class="lineno"> 213</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00214"></a><span class="lineno"> 214</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00215"></a><span class="lineno"> 215</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00216"></a><span class="lineno"> 216</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, float16, typename enable_if&lt;is_same&lt;float16, T&gt;::value ||</span></div>
<div class="line"><a name="l00217"></a><span class="lineno"> 217</span>&#160;<span class="stringliteral"> is_integral&lt;T&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00218"></a><span class="lineno"> 218</span>&#160;<span class="stringliteral"> using type = float16;</span></div>
<div class="line"><a name="l00219"></a><span class="lineno"> 219</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00220"></a><span class="lineno"> 220</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00221"></a><span class="lineno"> 221</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00222"></a><span class="lineno"> 222</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;float16, T, typename enable_if&lt;is_integral&lt;T&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00223"></a><span class="lineno"> 223</span>&#160;<span class="stringliteral"> using type = float16;</span></div>
<div class="line"><a name="l00224"></a><span class="lineno"> 224</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00225"></a><span class="lineno"> 225</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00226"></a><span class="lineno"> 226</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00227"></a><span class="lineno"> 227</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, U, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00228"></a><span class="lineno"> 228</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00229"></a><span class="lineno"> 229</span>&#160;<span class="stringliteral"> is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00230"></a><span class="lineno"> 230</span>&#160;<span class="stringliteral"> is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00231"></a><span class="lineno"> 231</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00232"></a><span class="lineno"> 232</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00233"></a><span class="lineno"> 233</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00234"></a><span class="lineno"> 234</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00235"></a><span class="lineno"> 235</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00236"></a><span class="lineno"> 236</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00237"></a><span class="lineno"> 237</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, U, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00238"></a><span class="lineno"> 238</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00239"></a><span class="lineno"> 239</span>&#160;<span class="stringliteral"> !is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00240"></a><span class="lineno"> 240</span>&#160;<span class="stringliteral"> !is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00241"></a><span class="lineno"> 241</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00242"></a><span class="lineno"> 242</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00243"></a><span class="lineno"> 243</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00244"></a><span class="lineno"> 244</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00245"></a><span class="lineno"> 245</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00246"></a><span class="lineno"> 246</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00247"></a><span class="lineno"> 247</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, U, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00248"></a><span class="lineno"> 248</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00249"></a><span class="lineno"> 249</span>&#160;<span class="stringliteral"> is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00250"></a><span class="lineno"> 250</span>&#160;<span class="stringliteral"> !is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00251"></a><span class="lineno"> 251</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00252"></a><span class="lineno"> 252</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00253"></a><span class="lineno"> 253</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00254"></a><span class="lineno"> 254</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00255"></a><span class="lineno"> 255</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00256"></a><span class="lineno"> 256</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00257"></a><span class="lineno"> 257</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;U, T, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00258"></a><span class="lineno"> 258</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00259"></a><span class="lineno"> 259</span>&#160;<span class="stringliteral"> is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00260"></a><span class="lineno"> 260</span>&#160;<span class="stringliteral"> is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00261"></a><span class="lineno"> 261</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00262"></a><span class="lineno"> 262</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00263"></a><span class="lineno"> 263</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00264"></a><span class="lineno"> 264</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00265"></a><span class="lineno"> 265</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00266"></a><span class="lineno"> 266</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00267"></a><span class="lineno"> 267</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;U, T, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00268"></a><span class="lineno"> 268</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00269"></a><span class="lineno"> 269</span>&#160;<span class="stringliteral"> !is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00270"></a><span class="lineno"> 270</span>&#160;<span class="stringliteral"> !is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00271"></a><span class="lineno"> 271</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00272"></a><span class="lineno"> 272</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00273"></a><span class="lineno"> 273</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00274"></a><span class="lineno"> 274</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00275"></a><span class="lineno"> 275</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00276"></a><span class="lineno"> 276</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00277"></a><span class="lineno"> 277</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;U, T, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00278"></a><span class="lineno"> 278</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00279"></a><span class="lineno"> 279</span>&#160;<span class="stringliteral"> is_unsigned&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00280"></a><span class="lineno"> 280</span>&#160;<span class="stringliteral"> !is_unsigned&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00281"></a><span class="lineno"> 281</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00282"></a><span class="lineno"> 282</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(U)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00283"></a><span class="lineno"> 283</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00284"></a><span class="lineno"> 284</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00285"></a><span class="lineno"> 285</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00286"></a><span class="lineno"> 286</span>&#160;<span class="stringliteral">template &lt;typename T, typename U&gt;</span></div>
<div class="line"><a name="l00287"></a><span class="lineno"> 287</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, U, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00288"></a><span class="lineno"> 288</span>&#160;<span class="stringliteral"> is_integral&lt;U&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00289"></a><span class="lineno"> 289</span>&#160;<span class="stringliteral"> !is_same&lt;U, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00290"></a><span class="lineno"> 290</span>&#160;<span class="stringliteral"> is_same&lt;T, U&gt;::value&gt;::type&gt; {</span></div>
<div class="line"><a name="l00291"></a><span class="lineno"> 291</span>&#160;<span class="stringliteral"> using type = U;</span></div>
<div class="line"><a name="l00292"></a><span class="lineno"> 292</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00293"></a><span class="lineno"> 293</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00294"></a><span class="lineno"> 294</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00295"></a><span class="lineno"> 295</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int8, uint8&gt; {</span></div>
<div class="line"><a name="l00296"></a><span class="lineno"> 296</span>&#160;<span class="stringliteral"> using type = int16;</span></div>
<div class="line"><a name="l00297"></a><span class="lineno"> 297</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00298"></a><span class="lineno"> 298</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00299"></a><span class="lineno"> 299</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00300"></a><span class="lineno"> 300</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint8, int8&gt; {</span></div>
<div class="line"><a name="l00301"></a><span class="lineno"> 301</span>&#160;<span class="stringliteral"> using type = int16;</span></div>
<div class="line"><a name="l00302"></a><span class="lineno"> 302</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00303"></a><span class="lineno"> 303</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00304"></a><span class="lineno"> 304</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00305"></a><span class="lineno"> 305</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int8, uint16&gt; {</span></div>
<div class="line"><a name="l00306"></a><span class="lineno"> 306</span>&#160;<span class="stringliteral"> using type = int32;</span></div>
<div class="line"><a name="l00307"></a><span class="lineno"> 307</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00308"></a><span class="lineno"> 308</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00309"></a><span class="lineno"> 309</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00310"></a><span class="lineno"> 310</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint16, int8&gt; {</span></div>
<div class="line"><a name="l00311"></a><span class="lineno"> 311</span>&#160;<span class="stringliteral"> using type = int32;</span></div>
<div class="line"><a name="l00312"></a><span class="lineno"> 312</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00313"></a><span class="lineno"> 313</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00314"></a><span class="lineno"> 314</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00315"></a><span class="lineno"> 315</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int8, uint32&gt; {</span></div>
<div class="line"><a name="l00316"></a><span class="lineno"> 316</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00317"></a><span class="lineno"> 317</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00318"></a><span class="lineno"> 318</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00319"></a><span class="lineno"> 319</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00320"></a><span class="lineno"> 320</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint32, int8&gt; {</span></div>
<div class="line"><a name="l00321"></a><span class="lineno"> 321</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00322"></a><span class="lineno"> 322</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00323"></a><span class="lineno"> 323</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00324"></a><span class="lineno"> 324</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00325"></a><span class="lineno"> 325</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int16, uint16&gt; {</span></div>
<div class="line"><a name="l00326"></a><span class="lineno"> 326</span>&#160;<span class="stringliteral"> using type = int32;</span></div>
<div class="line"><a name="l00327"></a><span class="lineno"> 327</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00328"></a><span class="lineno"> 328</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00329"></a><span class="lineno"> 329</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00330"></a><span class="lineno"> 330</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint16, int16&gt; {</span></div>
<div class="line"><a name="l00331"></a><span class="lineno"> 331</span>&#160;<span class="stringliteral"> using type = int32;</span></div>
<div class="line"><a name="l00332"></a><span class="lineno"> 332</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00333"></a><span class="lineno"> 333</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00334"></a><span class="lineno"> 334</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00335"></a><span class="lineno"> 335</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int16, uint32&gt; {</span></div>
<div class="line"><a name="l00336"></a><span class="lineno"> 336</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00337"></a><span class="lineno"> 337</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00338"></a><span class="lineno"> 338</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00339"></a><span class="lineno"> 339</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00340"></a><span class="lineno"> 340</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint32, int16&gt; {</span></div>
<div class="line"><a name="l00341"></a><span class="lineno"> 341</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00342"></a><span class="lineno"> 342</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00343"></a><span class="lineno"> 343</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00344"></a><span class="lineno"> 344</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00345"></a><span class="lineno"> 345</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;int32, uint32&gt; {</span></div>
<div class="line"><a name="l00346"></a><span class="lineno"> 346</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00347"></a><span class="lineno"> 347</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00348"></a><span class="lineno"> 348</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00349"></a><span class="lineno"> 349</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00350"></a><span class="lineno"> 350</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint32, int32&gt; {</span></div>
<div class="line"><a name="l00351"></a><span class="lineno"> 351</span>&#160;<span class="stringliteral"> using type = int64;</span></div>
<div class="line"><a name="l00352"></a><span class="lineno"> 352</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00353"></a><span class="lineno"> 353</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00354"></a><span class="lineno"> 354</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00355"></a><span class="lineno"> 355</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;uint64, index_t&gt; {</span></div>
<div class="line"><a name="l00356"></a><span class="lineno"> 356</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00357"></a><span class="lineno"> 357</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00358"></a><span class="lineno"> 358</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00359"></a><span class="lineno"> 359</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00360"></a><span class="lineno"> 360</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;index_t, uint64&gt; {</span></div>
<div class="line"><a name="l00361"></a><span class="lineno"> 361</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00362"></a><span class="lineno"> 362</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00363"></a><span class="lineno"> 363</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00364"></a><span class="lineno"> 364</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00365"></a><span class="lineno"> 365</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, bool_t, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00366"></a><span class="lineno"> 366</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(bool_t)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00367"></a><span class="lineno"> 367</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00368"></a><span class="lineno"> 368</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00369"></a><span class="lineno"> 369</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;bool_t, T, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160;<span class="stringliteral"> sizeof(T) &lt; sizeof(bool_t)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160;<span class="stringliteral"> using type = index_t;</span></div>
<div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00377"></a><span class="lineno"> 377</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;T, bool_t, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00378"></a><span class="lineno"> 378</span>&#160;<span class="stringliteral"> sizeof(T) == sizeof(bool_t)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00379"></a><span class="lineno"> 379</span>&#160;<span class="stringliteral"> using type = T;</span></div>
<div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160;<span class="stringliteral">struct mixed_type_helper&lt;bool_t, T, typename enable_if&lt;is_integral&lt;T&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160;<span class="stringliteral"> !is_same&lt;T, bool_t&gt;::value &amp;&amp;</span></div>
<div class="line"><a name="l00385"></a><span class="lineno"> 385</span>&#160;<span class="stringliteral"> sizeof(T) == sizeof(bool_t)&gt;::type&gt; {</span></div>
<div class="line"><a name="l00386"></a><span class="lineno"> 386</span>&#160;<span class="stringliteral"> using type = T;</span></div>
<div class="line"><a name="l00387"></a><span class="lineno"> 387</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00388"></a><span class="lineno"> 388</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00389"></a><span class="lineno"> 389</span>&#160;<span class="stringliteral">template &lt;typename... Ts&gt;</span></div>
<div class="line"><a name="l00390"></a><span class="lineno"> 390</span>&#160;<span class="stringliteral">struct multi_mixed_type_helper;</span></div>
<div class="line"><a name="l00391"></a><span class="lineno"> 391</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00392"></a><span class="lineno"> 392</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00393"></a><span class="lineno"> 393</span>&#160;<span class="stringliteral">struct multi_mixed_type_helper&lt;&gt; {</span></div>
<div class="line"><a name="l00394"></a><span class="lineno"> 394</span>&#160;<span class="stringliteral"> using type = void;</span></div>
<div class="line"><a name="l00395"></a><span class="lineno"> 395</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00396"></a><span class="lineno"> 396</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00397"></a><span class="lineno"> 397</span>&#160;<span class="stringliteral">template &lt;typename T&gt;</span></div>
<div class="line"><a name="l00398"></a><span class="lineno"> 398</span>&#160;<span class="stringliteral">struct multi_mixed_type_helper&lt;T&gt; {</span></div>
<div class="line"><a name="l00399"></a><span class="lineno"> 399</span>&#160;<span class="stringliteral"> using type = T;</span></div>
<div class="line"><a name="l00400"></a><span class="lineno"> 400</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00401"></a><span class="lineno"> 401</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00402"></a><span class="lineno"> 402</span>&#160;<span class="stringliteral">template &lt;typename T, typename U, typename... Ts&gt;</span></div>
<div class="line"><a name="l00403"></a><span class="lineno"> 403</span>&#160;<span class="stringliteral">struct multi_mixed_type_helper&lt;T, U, Ts...&gt; {</span></div>
<div class="line"><a name="l00404"></a><span class="lineno"> 404</span>&#160;<span class="stringliteral"> using type = typename mixed_type_helper&lt;T,</span></div>
<div class="line"><a name="l00405"></a><span class="lineno"> 405</span>&#160;<span class="stringliteral"> typename multi_mixed_type_helper&lt;U,</span></div>
<div class="line"><a name="l00406"></a><span class="lineno"> 406</span>&#160;<span class="stringliteral"> Ts...&gt;::type&gt;::type;</span></div>
<div class="line"><a name="l00407"></a><span class="lineno"> 407</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00408"></a><span class="lineno"> 408</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00409"></a><span class="lineno"> 409</span>&#160;<span class="stringliteral">template &lt;typename... Ts&gt;</span></div>
<div class="line"><a name="l00410"></a><span class="lineno"> 410</span>&#160;<span class="stringliteral">using mixed_type = typename multi_mixed_type_helper&lt;Ts...&gt;::type;</span></div>
<div class="line"><a name="l00411"></a><span class="lineno"> 411</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00412"></a><span class="lineno"> 412</span>&#160;<span class="stringliteral">} // namespace type_util</span></div>
<div class="line"><a name="l00413"></a><span class="lineno"> 413</span>&#160;<span class="stringliteral">)code&quot;;</span></div>
<div class="line"><a name="l00414"></a><span class="lineno"> 414</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00415"></a><span class="lineno"><a class="line" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a8a744161be1ad33c7ffb12d9cdfa316f"> 415</a></span>&#160;<span class="stringliteral"></span><span class="keyword">const</span> <span class="keywordtype">char</span> <a class="code" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a8a744161be1ad33c7ffb12d9cdfa316f">util_string</a>[] = R<span class="stringliteral">&quot;code(</span></div>
<div class="line"><a name="l00416"></a><span class="lineno"> 416</span>&#160;<span class="stringliteral">enum class OpReqType {</span></div>
<div class="line"><a name="l00417"></a><span class="lineno"> 417</span>&#160;<span class="stringliteral"> kNullOp,</span></div>
<div class="line"><a name="l00418"></a><span class="lineno"> 418</span>&#160;<span class="stringliteral"> kWriteTo,</span></div>
<div class="line"><a name="l00419"></a><span class="lineno"> 419</span>&#160;<span class="stringliteral"> kWriteInplace,</span></div>
<div class="line"><a name="l00420"></a><span class="lineno"> 420</span>&#160;<span class="stringliteral"> kAddTo</span></div>
<div class="line"><a name="l00421"></a><span class="lineno"> 421</span>&#160;<span class="stringliteral">};</span></div>
<div class="line"><a name="l00422"></a><span class="lineno"> 422</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00423"></a><span class="lineno"> 423</span>&#160;<span class="stringliteral">constexpr int kRTCMaxThreadsPerBlock = 512;</span></div>
<div class="line"><a name="l00424"></a><span class="lineno"> 424</span>&#160;<span class="stringliteral">constexpr int warp_size = 32;</span></div>
<div class="line"><a name="l00425"></a><span class="lineno"> 425</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00426"></a><span class="lineno"> 426</span>&#160;<span class="stringliteral">namespace util {</span></div>
<div class="line"><a name="l00427"></a><span class="lineno"> 427</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00428"></a><span class="lineno"> 428</span>&#160;<span class="stringliteral">constexpr int MAX_DIM = 5;</span></div>
<div class="line"><a name="l00429"></a><span class="lineno"> 429</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00430"></a><span class="lineno"> 430</span>&#160;<span class="stringliteral">template &lt;int ndim&gt;</span></div>
<div class="line"><a name="l00431"></a><span class="lineno"> 431</span>&#160;<span class="stringliteral">__device__ inline void unravel_dot(const index_t idx, const index_t (&amp;shape)[MAX_DIM],</span></div>
<div class="line"><a name="l00432"></a><span class="lineno"> 432</span>&#160;<span class="stringliteral"> const index_t (&amp;stridej)[MAX_DIM], const index_t (&amp;stridek)[MAX_DIM], index_t* j, index_t* k) {</span></div>
<div class="line"><a name="l00433"></a><span class="lineno"> 433</span>&#160;<span class="stringliteral"> *j = 0;</span></div>
<div class="line"><a name="l00434"></a><span class="lineno"> 434</span>&#160;<span class="stringliteral"> *k = 0;</span></div>
<div class="line"><a name="l00435"></a><span class="lineno"> 435</span>&#160;<span class="stringliteral"> #pragma unroll</span></div>
<div class="line"><a name="l00436"></a><span class="lineno"> 436</span>&#160;<span class="stringliteral"> for (index_t i = ndim-1, idx_t = idx; i &gt;=0; --i) {</span></div>
<div class="line"><a name="l00437"></a><span class="lineno"> 437</span>&#160;<span class="stringliteral"> const auto tmp = idx_t / shape[i];</span></div>
<div class="line"><a name="l00438"></a><span class="lineno"> 438</span>&#160;<span class="stringliteral"> const auto coord = idx_t - tmp*shape[i];</span></div>
<div class="line"><a name="l00439"></a><span class="lineno"> 439</span>&#160;<span class="stringliteral"> *j += coord*stridej[i];</span></div>
<div class="line"><a name="l00440"></a><span class="lineno"> 440</span>&#160;<span class="stringliteral"> *k += coord*stridek[i];</span></div>
<div class="line"><a name="l00441"></a><span class="lineno"> 441</span>&#160;<span class="stringliteral"> idx_t = tmp;</span></div>
<div class="line"><a name="l00442"></a><span class="lineno"> 442</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00443"></a><span class="lineno"> 443</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00444"></a><span class="lineno"> 444</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00445"></a><span class="lineno"> 445</span>&#160;<span class="stringliteral">template&lt;int ndim&gt;</span></div>
<div class="line"><a name="l00446"></a><span class="lineno"> 446</span>&#160;<span class="stringliteral">__device__ inline index_t unravel_dot(const index_t idx, const index_t (&amp;shape)[MAX_DIM],</span></div>
<div class="line"><a name="l00447"></a><span class="lineno"> 447</span>&#160;<span class="stringliteral"> const index_t (&amp;stride)[MAX_DIM]) {</span></div>
<div class="line"><a name="l00448"></a><span class="lineno"> 448</span>&#160;<span class="stringliteral"> index_t ret = 0;</span></div>
<div class="line"><a name="l00449"></a><span class="lineno"> 449</span>&#160;<span class="stringliteral"> #pragma unroll</span></div>
<div class="line"><a name="l00450"></a><span class="lineno"> 450</span>&#160;<span class="stringliteral"> for (index_t i = ndim-1, j = idx; i &gt;=0; --i) {</span></div>
<div class="line"><a name="l00451"></a><span class="lineno"> 451</span>&#160;<span class="stringliteral"> auto tmp = j / shape[i];</span></div>
<div class="line"><a name="l00452"></a><span class="lineno"> 452</span>&#160;<span class="stringliteral"> ret += (j - tmp*shape[i])*stride[i];</span></div>
<div class="line"><a name="l00453"></a><span class="lineno"> 453</span>&#160;<span class="stringliteral"> j = tmp;</span></div>
<div class="line"><a name="l00454"></a><span class="lineno"> 454</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00455"></a><span class="lineno"> 455</span>&#160;<span class="stringliteral"> return ret;</span></div>
<div class="line"><a name="l00456"></a><span class="lineno"> 456</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00457"></a><span class="lineno"> 457</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00458"></a><span class="lineno"> 458</span>&#160;<span class="stringliteral">template&lt;int ndim&gt;</span></div>
<div class="line"><a name="l00459"></a><span class="lineno"> 459</span>&#160;<span class="stringliteral">__device__ inline index_t unravel_ravel(const index_t idx, const index_t (&amp;shape1)[MAX_DIM],</span></div>
<div class="line"><a name="l00460"></a><span class="lineno"> 460</span>&#160;<span class="stringliteral"> const index_t (&amp;shape2)[MAX_DIM]) {</span></div>
<div class="line"><a name="l00461"></a><span class="lineno"> 461</span>&#160;<span class="stringliteral"> index_t ret = 0;</span></div>
<div class="line"><a name="l00462"></a><span class="lineno"> 462</span>&#160;<span class="stringliteral"> index_t total_shape = 1;</span></div>
<div class="line"><a name="l00463"></a><span class="lineno"> 463</span>&#160;<span class="stringliteral">#pragma unroll</span></div>
<div class="line"><a name="l00464"></a><span class="lineno"> 464</span>&#160;<span class="stringliteral"> for (index_t i = ndim-1, j = idx; i &gt;=0; --i) {</span></div>
<div class="line"><a name="l00465"></a><span class="lineno"> 465</span>&#160;<span class="stringliteral"> if (i != ndim - 1) {</span></div>
<div class="line"><a name="l00466"></a><span class="lineno"> 466</span>&#160;<span class="stringliteral"> total_shape *= shape2[i + 1];</span></div>
<div class="line"><a name="l00467"></a><span class="lineno"> 467</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00468"></a><span class="lineno"> 468</span>&#160;<span class="stringliteral"> auto tmp = j / shape1[i];</span></div>
<div class="line"><a name="l00469"></a><span class="lineno"> 469</span>&#160;<span class="stringliteral"> const index_t coord = j - tmp*shape1[i];</span></div>
<div class="line"><a name="l00470"></a><span class="lineno"> 470</span>&#160;<span class="stringliteral"> ret += total_shape * (shape2[i] &gt; coord) * coord;</span></div>
<div class="line"><a name="l00471"></a><span class="lineno"> 471</span>&#160;<span class="stringliteral"> j = tmp;</span></div>
<div class="line"><a name="l00472"></a><span class="lineno"> 472</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00473"></a><span class="lineno"> 473</span>&#160;<span class="stringliteral"> return ret;</span></div>
<div class="line"><a name="l00474"></a><span class="lineno"> 474</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00475"></a><span class="lineno"> 475</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00476"></a><span class="lineno"> 476</span>&#160;<span class="stringliteral">template&lt;int ndim, int ndim2&gt;</span></div>
<div class="line"><a name="l00477"></a><span class="lineno"> 477</span>&#160;<span class="stringliteral">__device__ inline index_t ravel(const index_t (&amp;coord)[ndim], const index_t (&amp;shape)[ndim2]) {</span></div>
<div class="line"><a name="l00478"></a><span class="lineno"> 478</span>&#160;<span class="stringliteral"> index_t ret = 0;</span></div>
<div class="line"><a name="l00479"></a><span class="lineno"> 479</span>&#160;<span class="stringliteral">#pragma unroll</span></div>
<div class="line"><a name="l00480"></a><span class="lineno"> 480</span>&#160;<span class="stringliteral"> for (int i = 0; i &lt; ndim; ++i) {</span></div>
<div class="line"><a name="l00481"></a><span class="lineno"> 481</span>&#160;<span class="stringliteral"> ret = ret * shape[i] + (shape[i] &gt; coord[i]) * coord[i];</span></div>
<div class="line"><a name="l00482"></a><span class="lineno"> 482</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00483"></a><span class="lineno"> 483</span>&#160;<span class="stringliteral"> return ret;</span></div>
<div class="line"><a name="l00484"></a><span class="lineno"> 484</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00485"></a><span class="lineno"> 485</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00486"></a><span class="lineno"> 486</span>&#160;<span class="stringliteral">template&lt;int ndim, int ndim2&gt;</span></div>
<div class="line"><a name="l00487"></a><span class="lineno"> 487</span>&#160;<span class="stringliteral">__device__ inline void unravel(const index_t idx,</span></div>
<div class="line"><a name="l00488"></a><span class="lineno"> 488</span>&#160;<span class="stringliteral"> const index_t (&amp;shape)[ndim2],</span></div>
<div class="line"><a name="l00489"></a><span class="lineno"> 489</span>&#160;<span class="stringliteral"> index_t (&amp;coord)[ndim]) {</span></div>
<div class="line"><a name="l00490"></a><span class="lineno"> 490</span>&#160;<span class="stringliteral">#pragma unroll</span></div>
<div class="line"><a name="l00491"></a><span class="lineno"> 491</span>&#160;<span class="stringliteral"> for (index_t i = ndim-1, j = idx; i &gt;=0; --i) {</span></div>
<div class="line"><a name="l00492"></a><span class="lineno"> 492</span>&#160;<span class="stringliteral"> auto tmp = j / shape[i];</span></div>
<div class="line"><a name="l00493"></a><span class="lineno"> 493</span>&#160;<span class="stringliteral"> coord[i] = j - tmp*shape[i];</span></div>
<div class="line"><a name="l00494"></a><span class="lineno"> 494</span>&#160;<span class="stringliteral"> j = tmp;</span></div>
<div class="line"><a name="l00495"></a><span class="lineno"> 495</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00496"></a><span class="lineno"> 496</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00497"></a><span class="lineno"> 497</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00498"></a><span class="lineno"> 498</span>&#160;<span class="stringliteral">template &lt;typename DType&gt;</span></div>
<div class="line"><a name="l00499"></a><span class="lineno"> 499</span>&#160;<span class="stringliteral">__device__ inline bool isinf(volatile const DType &amp;val) {</span></div>
<div class="line"><a name="l00500"></a><span class="lineno"> 500</span>&#160;<span class="stringliteral"> return false;</span></div>
<div class="line"><a name="l00501"></a><span class="lineno"> 501</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00502"></a><span class="lineno"> 502</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00503"></a><span class="lineno"> 503</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00504"></a><span class="lineno"> 504</span>&#160;<span class="stringliteral">__device__ inline bool isinf(volatile const float &amp;val) {</span></div>
<div class="line"><a name="l00505"></a><span class="lineno"> 505</span>&#160;<span class="stringliteral"> return ::isinf(val);</span></div>
<div class="line"><a name="l00506"></a><span class="lineno"> 506</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00507"></a><span class="lineno"> 507</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00508"></a><span class="lineno"> 508</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00509"></a><span class="lineno"> 509</span>&#160;<span class="stringliteral">__device__ inline bool isinf(volatile const double &amp;val) {</span></div>
<div class="line"><a name="l00510"></a><span class="lineno"> 510</span>&#160;<span class="stringliteral"> return ::isinf(val);</span></div>
<div class="line"><a name="l00511"></a><span class="lineno"> 511</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00512"></a><span class="lineno"> 512</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00513"></a><span class="lineno"> 513</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00514"></a><span class="lineno"> 514</span>&#160;<span class="stringliteral">__device__ inline bool isinf(volatile const long double &amp;val) {</span></div>
<div class="line"><a name="l00515"></a><span class="lineno"> 515</span>&#160;<span class="stringliteral"> return ::isinf(val);</span></div>
<div class="line"><a name="l00516"></a><span class="lineno"> 516</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00517"></a><span class="lineno"> 517</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00518"></a><span class="lineno"> 518</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00519"></a><span class="lineno"> 519</span>&#160;<span class="stringliteral">__device__ inline bool isinf(volatile const float16 &amp;val) {</span></div>
<div class="line"><a name="l00520"></a><span class="lineno"> 520</span>&#160;<span class="stringliteral"> return ::isinf(__half2float(const_cast&lt;const float16&amp;&gt;(val)));</span></div>
<div class="line"><a name="l00521"></a><span class="lineno"> 521</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00522"></a><span class="lineno"> 522</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00523"></a><span class="lineno"> 523</span>&#160;<span class="stringliteral">template &lt;typename DType&gt;</span></div>
<div class="line"><a name="l00524"></a><span class="lineno"> 524</span>&#160;<span class="stringliteral">__device__ inline bool isnan(volatile const DType &amp;val) {</span></div>
<div class="line"><a name="l00525"></a><span class="lineno"> 525</span>&#160;<span class="stringliteral"> return false;</span></div>
<div class="line"><a name="l00526"></a><span class="lineno"> 526</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00527"></a><span class="lineno"> 527</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00528"></a><span class="lineno"> 528</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00529"></a><span class="lineno"> 529</span>&#160;<span class="stringliteral">__device__ inline bool isnan(volatile const float &amp;val) {</span></div>
<div class="line"><a name="l00530"></a><span class="lineno"> 530</span>&#160;<span class="stringliteral"> return ::isnan(val);</span></div>
<div class="line"><a name="l00531"></a><span class="lineno"> 531</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00532"></a><span class="lineno"> 532</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00533"></a><span class="lineno"> 533</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00534"></a><span class="lineno"> 534</span>&#160;<span class="stringliteral">__device__ inline bool isnan(volatile const double &amp;val) {</span></div>
<div class="line"><a name="l00535"></a><span class="lineno"> 535</span>&#160;<span class="stringliteral"> return ::isnan(val);</span></div>
<div class="line"><a name="l00536"></a><span class="lineno"> 536</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00537"></a><span class="lineno"> 537</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00538"></a><span class="lineno"> 538</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00539"></a><span class="lineno"> 539</span>&#160;<span class="stringliteral">__device__ inline bool isnan(volatile const long double &amp;val) {</span></div>
<div class="line"><a name="l00540"></a><span class="lineno"> 540</span>&#160;<span class="stringliteral"> return ::isnan(val);</span></div>
<div class="line"><a name="l00541"></a><span class="lineno"> 541</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00542"></a><span class="lineno"> 542</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00543"></a><span class="lineno"> 543</span>&#160;<span class="stringliteral">template &lt;&gt;</span></div>
<div class="line"><a name="l00544"></a><span class="lineno"> 544</span>&#160;<span class="stringliteral">__device__ inline bool isnan(volatile const float16 &amp;val) {</span></div>
<div class="line"><a name="l00545"></a><span class="lineno"> 545</span>&#160;<span class="stringliteral"> return ::isnan(__half2float(const_cast&lt;const float16&amp;&gt;(val)));</span></div>
<div class="line"><a name="l00546"></a><span class="lineno"> 546</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00547"></a><span class="lineno"> 547</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00548"></a><span class="lineno"> 548</span>&#160;<span class="stringliteral">template &lt;int NVALUES = warp_size, typename OP, typename T&gt;</span></div>
<div class="line"><a name="l00549"></a><span class="lineno"> 549</span>&#160;<span class="stringliteral">__device__ inline T warp_reduce(T value, OP redfun) {</span></div>
<div class="line"><a name="l00550"></a><span class="lineno"> 550</span>&#160;<span class="stringliteral">#pragma unroll</span></div>
<div class="line"><a name="l00551"></a><span class="lineno"> 551</span>&#160;<span class="stringliteral"> for (int i = warp_size / 2; i &gt;= 1; i /= 2) {</span></div>
<div class="line"><a name="l00552"></a><span class="lineno"> 552</span>&#160;<span class="stringliteral"> if (NVALUES &gt; i) value = redfun(value, __shfl_down_sync(0xffffffff, value, i));</span></div>
<div class="line"><a name="l00553"></a><span class="lineno"> 553</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00554"></a><span class="lineno"> 554</span>&#160;<span class="stringliteral"> return value;</span></div>
<div class="line"><a name="l00555"></a><span class="lineno"> 555</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00556"></a><span class="lineno"> 556</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00557"></a><span class="lineno"> 557</span>&#160;<span class="stringliteral">template &lt;typename OP, typename T&gt;</span></div>
<div class="line"><a name="l00558"></a><span class="lineno"> 558</span>&#160;<span class="stringliteral">__device__ inline T grouped_warp_reduce(T value, OP redfun, const int group_size) {</span></div>
<div class="line"><a name="l00559"></a><span class="lineno"> 559</span>&#160;<span class="stringliteral"> for (int i = 1; i &lt; group_size; i *= 2) {</span></div>
<div class="line"><a name="l00560"></a><span class="lineno"> 560</span>&#160;<span class="stringliteral"> value = redfun(value, __shfl_down_sync(0xffffffff, value, i));</span></div>
<div class="line"><a name="l00561"></a><span class="lineno"> 561</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00562"></a><span class="lineno"> 562</span>&#160;<span class="stringliteral"> return value;</span></div>
<div class="line"><a name="l00563"></a><span class="lineno"> 563</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00564"></a><span class="lineno"> 564</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00565"></a><span class="lineno"> 565</span>&#160;<span class="stringliteral">template &lt;typename OP, typename T&gt;</span></div>
<div class="line"><a name="l00566"></a><span class="lineno"> 566</span>&#160;<span class="stringliteral">__device__ inline T grouped_warp_allreduce(T value, OP redfun, const int group_size) {</span></div>
<div class="line"><a name="l00567"></a><span class="lineno"> 567</span>&#160;<span class="stringliteral"> value = grouped_warp_reduce(value, redfun, group_size);</span></div>
<div class="line"><a name="l00568"></a><span class="lineno"> 568</span>&#160;<span class="stringliteral"> return __shfl_sync(0xffffffff, value, 0, group_size);</span></div>
<div class="line"><a name="l00569"></a><span class="lineno"> 569</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00570"></a><span class="lineno"> 570</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00571"></a><span class="lineno"> 571</span>&#160;<span class="stringliteral">template &lt;typename OP, typename T&gt;</span></div>
<div class="line"><a name="l00572"></a><span class="lineno"> 572</span>&#160;<span class="stringliteral">__device__ inline T strided_grouped_warp_reduce(T value, OP redfun, const int group_size) {</span></div>
<div class="line"><a name="l00573"></a><span class="lineno"> 573</span>&#160;<span class="stringliteral"> for (int i = warp_size / 2; i &gt;= group_size; i /= 2) {</span></div>
<div class="line"><a name="l00574"></a><span class="lineno"> 574</span>&#160;<span class="stringliteral"> value = redfun(value, __shfl_down_sync(0xffffffff, value, i));</span></div>
<div class="line"><a name="l00575"></a><span class="lineno"> 575</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00576"></a><span class="lineno"> 576</span>&#160;<span class="stringliteral"> return value;</span></div>
<div class="line"><a name="l00577"></a><span class="lineno"> 577</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00578"></a><span class="lineno"> 578</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00579"></a><span class="lineno"> 579</span>&#160;<span class="stringliteral">template &lt;typename OP, typename T&gt;</span></div>
<div class="line"><a name="l00580"></a><span class="lineno"> 580</span>&#160;<span class="stringliteral">__device__ inline T strided_grouped_warp_allreduce(T value, OP redfun, const int group_size) {</span></div>
<div class="line"><a name="l00581"></a><span class="lineno"> 581</span>&#160;<span class="stringliteral"> value = strided_grouped_warp_reduce(value, redfun, group_size);</span></div>
<div class="line"><a name="l00582"></a><span class="lineno"> 582</span>&#160;<span class="stringliteral"> for (int i = group_size; i &lt; warp_size; i *= 2) {</span></div>
<div class="line"><a name="l00583"></a><span class="lineno"> 583</span>&#160;<span class="stringliteral"> T tmp = __shfl_up_sync(0xffffffff, value, i);</span></div>
<div class="line"><a name="l00584"></a><span class="lineno"> 584</span>&#160;<span class="stringliteral"> if (threadIdx.x % warp_size &gt;= i) {</span></div>
<div class="line"><a name="l00585"></a><span class="lineno"> 585</span>&#160;<span class="stringliteral"> value = tmp;</span></div>
<div class="line"><a name="l00586"></a><span class="lineno"> 586</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00587"></a><span class="lineno"> 587</span>&#160;<span class="stringliteral"> }</span></div>
<div class="line"><a name="l00588"></a><span class="lineno"> 588</span>&#160;<span class="stringliteral"> return value;</span></div>
<div class="line"><a name="l00589"></a><span class="lineno"> 589</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00590"></a><span class="lineno"> 590</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00591"></a><span class="lineno"> 591</span>&#160;<span class="stringliteral">} // namespace util</span></div>
<div class="line"><a name="l00592"></a><span class="lineno"> 592</span>&#160;<span class="stringliteral">)code&quot;;</span></div>
<div class="line"><a name="l00593"></a><span class="lineno"> 593</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00594"></a><span class="lineno"><a class="line" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a09828bc99a0f05955a61b9e4feabb9b8"> 594</a></span>&#160;<span class="stringliteral"></span><span class="keyword">const</span> <span class="keywordtype">char</span> <a class="code" href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a09828bc99a0f05955a61b9e4feabb9b8">limits</a>[] = R<span class="stringliteral">&quot;code(</span></div>
<div class="line"><a name="l00595"></a><span class="lineno"> 595</span>&#160;<span class="stringliteral">constexpr double DBL_MAX = 1.7976931348623157081e+308;</span></div>
<div class="line"><a name="l00596"></a><span class="lineno"> 596</span>&#160;<span class="stringliteral">constexpr float FLT_MAX = 3.4028234663852885981e+38;</span></div>
<div class="line"><a name="l00597"></a><span class="lineno"> 597</span>&#160;<span class="stringliteral">#define inf ((float)1e50)</span></div>
<div class="line"><a name="l00598"></a><span class="lineno"> 598</span>&#160;<span class="stringliteral">#define nan (inf - inf)</span></div>
<div class="line"><a name="l00599"></a><span class="lineno"> 599</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00600"></a><span class="lineno"> 600</span>&#160;<span class="stringliteral">namespace limits {</span></div>
<div class="line"><a name="l00601"></a><span class="lineno"> 601</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00602"></a><span class="lineno"> 602</span>&#160;<span class="stringliteral">template&lt;typename DType&gt;</span></div>
<div class="line"><a name="l00603"></a><span class="lineno"> 603</span>&#160;<span class="stringliteral">__device__ inline DType MinValue(void);</span></div>
<div class="line"><a name="l00604"></a><span class="lineno"> 604</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00605"></a><span class="lineno"> 605</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00606"></a><span class="lineno"> 606</span>&#160;<span class="stringliteral">__device__ inline float MinValue&lt;float&gt;(void) {</span></div>
<div class="line"><a name="l00607"></a><span class="lineno"> 607</span>&#160;<span class="stringliteral"> return -FLT_MAX;</span></div>
<div class="line"><a name="l00608"></a><span class="lineno"> 608</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00610"></a><span class="lineno"> 610</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00611"></a><span class="lineno"> 611</span>&#160;<span class="stringliteral">__device__ inline double MinValue&lt;double&gt;(void) {</span></div>
<div class="line"><a name="l00612"></a><span class="lineno"> 612</span>&#160;<span class="stringliteral"> return -DBL_MAX;</span></div>
<div class="line"><a name="l00613"></a><span class="lineno"> 613</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00615"></a><span class="lineno"> 615</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00616"></a><span class="lineno"> 616</span>&#160;<span class="stringliteral">__device__ inline uint8 MinValue&lt;uint8&gt;(void) {</span></div>
<div class="line"><a name="l00617"></a><span class="lineno"> 617</span>&#160;<span class="stringliteral"> return 0;</span></div>
<div class="line"><a name="l00618"></a><span class="lineno"> 618</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00620"></a><span class="lineno"> 620</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00621"></a><span class="lineno"> 621</span>&#160;<span class="stringliteral">__device__ inline uint16 MinValue&lt;uint16&gt;(void) {</span></div>
<div class="line"><a name="l00622"></a><span class="lineno"> 622</span>&#160;<span class="stringliteral"> return 0;</span></div>
<div class="line"><a name="l00623"></a><span class="lineno"> 623</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00625"></a><span class="lineno"> 625</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00626"></a><span class="lineno"> 626</span>&#160;<span class="stringliteral">__device__ inline uint32 MinValue&lt;uint32&gt;(void) {</span></div>
<div class="line"><a name="l00627"></a><span class="lineno"> 627</span>&#160;<span class="stringliteral"> return 0;</span></div>
<div class="line"><a name="l00628"></a><span class="lineno"> 628</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00630"></a><span class="lineno"> 630</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00631"></a><span class="lineno"> 631</span>&#160;<span class="stringliteral">__device__ inline uint64 MinValue&lt;uint64&gt;(void) {</span></div>
<div class="line"><a name="l00632"></a><span class="lineno"> 632</span>&#160;<span class="stringliteral"> return 0;</span></div>
<div class="line"><a name="l00633"></a><span class="lineno"> 633</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00635"></a><span class="lineno"> 635</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00636"></a><span class="lineno"> 636</span>&#160;<span class="stringliteral">__device__ inline int8 MinValue&lt;int8&gt;(void) {</span></div>
<div class="line"><a name="l00637"></a><span class="lineno"> 637</span>&#160;<span class="stringliteral"> return -128;</span></div>
<div class="line"><a name="l00638"></a><span class="lineno"> 638</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00640"></a><span class="lineno"> 640</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00641"></a><span class="lineno"> 641</span>&#160;<span class="stringliteral">__device__ inline int16 MinValue&lt;int16&gt;(void) {</span></div>
<div class="line"><a name="l00642"></a><span class="lineno"> 642</span>&#160;<span class="stringliteral"> return -32768;</span></div>
<div class="line"><a name="l00643"></a><span class="lineno"> 643</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00645"></a><span class="lineno"> 645</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00646"></a><span class="lineno"> 646</span>&#160;<span class="stringliteral">__device__ inline int32 MinValue&lt;int32&gt;(void) {</span></div>
<div class="line"><a name="l00647"></a><span class="lineno"> 647</span>&#160;<span class="stringliteral"> return -2147483648;</span></div>
<div class="line"><a name="l00648"></a><span class="lineno"> 648</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00650"></a><span class="lineno"> 650</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00651"></a><span class="lineno"> 651</span>&#160;<span class="stringliteral">__device__ inline int64 MinValue&lt;int64&gt;(void) {</span></div>
<div class="line"><a name="l00652"></a><span class="lineno"> 652</span>&#160;<span class="stringliteral"> return -9223372036854775808LL;</span></div>
<div class="line"><a name="l00653"></a><span class="lineno"> 653</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00655"></a><span class="lineno"> 655</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00656"></a><span class="lineno"> 656</span>&#160;<span class="stringliteral">__device__ inline bool MinValue&lt;bool&gt;(void) {</span></div>
<div class="line"><a name="l00657"></a><span class="lineno"> 657</span>&#160;<span class="stringliteral"> return false;</span></div>
<div class="line"><a name="l00658"></a><span class="lineno"> 658</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00660"></a><span class="lineno"> 660</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00661"></a><span class="lineno"> 661</span>&#160;<span class="stringliteral">__device__ inline bool_t MinValue&lt;bool_t&gt;(void) {</span></div>
<div class="line"><a name="l00662"></a><span class="lineno"> 662</span>&#160;<span class="stringliteral"> return MinValue&lt;index_t&gt;();</span></div>
<div class="line"><a name="l00663"></a><span class="lineno"> 663</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00664"></a><span class="lineno"> 664</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00669"></a><span class="lineno"> 669</span>&#160;<span class="stringliteral">template&lt;typename DType&gt;</span></div>
<div class="line"><a name="l00670"></a><span class="lineno"> 670</span>&#160;<span class="stringliteral">__device__ inline DType NegInfValue(void) {</span></div>
<div class="line"><a name="l00671"></a><span class="lineno"> 671</span>&#160;<span class="stringliteral"> return MinValue&lt;DType&gt;();</span></div>
<div class="line"><a name="l00672"></a><span class="lineno"> 672</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00674"></a><span class="lineno"> 674</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00675"></a><span class="lineno"> 675</span>&#160;<span class="stringliteral">__device__ inline float NegInfValue&lt;float&gt;(void) {</span></div>
<div class="line"><a name="l00676"></a><span class="lineno"> 676</span>&#160;<span class="stringliteral"> return -inf;</span></div>
<div class="line"><a name="l00677"></a><span class="lineno"> 677</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00679"></a><span class="lineno"> 679</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00680"></a><span class="lineno"> 680</span>&#160;<span class="stringliteral">__device__ inline double NegInfValue&lt;double&gt;(void) {</span></div>
<div class="line"><a name="l00681"></a><span class="lineno"> 681</span>&#160;<span class="stringliteral"> return -inf;</span></div>
<div class="line"><a name="l00682"></a><span class="lineno"> 682</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00683"></a><span class="lineno"> 683</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00688"></a><span class="lineno"> 688</span>&#160;<span class="stringliteral">template&lt;typename DType&gt;</span></div>
<div class="line"><a name="l00689"></a><span class="lineno"> 689</span>&#160;<span class="stringliteral">__device__ inline DType MaxValue(void);</span></div>
<div class="line"><a name="l00691"></a><span class="lineno"> 691</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00692"></a><span class="lineno"> 692</span>&#160;<span class="stringliteral">__device__ inline float MaxValue&lt;float&gt;(void) {</span></div>
<div class="line"><a name="l00693"></a><span class="lineno"> 693</span>&#160;<span class="stringliteral"> return FLT_MAX;</span></div>
<div class="line"><a name="l00694"></a><span class="lineno"> 694</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00696"></a><span class="lineno"> 696</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00697"></a><span class="lineno"> 697</span>&#160;<span class="stringliteral">__device__ inline double MaxValue&lt;double&gt;(void) {</span></div>
<div class="line"><a name="l00698"></a><span class="lineno"> 698</span>&#160;<span class="stringliteral"> return DBL_MAX;</span></div>
<div class="line"><a name="l00699"></a><span class="lineno"> 699</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00701"></a><span class="lineno"> 701</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00702"></a><span class="lineno"> 702</span>&#160;<span class="stringliteral">__device__ inline uint8 MaxValue&lt;uint8&gt;(void) {</span></div>
<div class="line"><a name="l00703"></a><span class="lineno"> 703</span>&#160;<span class="stringliteral"> return 255;</span></div>
<div class="line"><a name="l00704"></a><span class="lineno"> 704</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00706"></a><span class="lineno"> 706</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00707"></a><span class="lineno"> 707</span>&#160;<span class="stringliteral">__device__ inline uint16 MaxValue&lt;uint16&gt;(void) {</span></div>
<div class="line"><a name="l00708"></a><span class="lineno"> 708</span>&#160;<span class="stringliteral"> return 65535;</span></div>
<div class="line"><a name="l00709"></a><span class="lineno"> 709</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00711"></a><span class="lineno"> 711</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00712"></a><span class="lineno"> 712</span>&#160;<span class="stringliteral">__device__ inline uint32 MaxValue&lt;uint32&gt;(void) {</span></div>
<div class="line"><a name="l00713"></a><span class="lineno"> 713</span>&#160;<span class="stringliteral"> return 4294967295;</span></div>
<div class="line"><a name="l00714"></a><span class="lineno"> 714</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00716"></a><span class="lineno"> 716</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00717"></a><span class="lineno"> 717</span>&#160;<span class="stringliteral">__device__ inline uint64 MaxValue&lt;uint64&gt;(void) {</span></div>
<div class="line"><a name="l00718"></a><span class="lineno"> 718</span>&#160;<span class="stringliteral"> return 18446744073709551615LL;</span></div>
<div class="line"><a name="l00719"></a><span class="lineno"> 719</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00721"></a><span class="lineno"> 721</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00722"></a><span class="lineno"> 722</span>&#160;<span class="stringliteral">__device__ inline int8 MaxValue&lt;int8&gt;(void) {</span></div>
<div class="line"><a name="l00723"></a><span class="lineno"> 723</span>&#160;<span class="stringliteral"> return 127;</span></div>
<div class="line"><a name="l00724"></a><span class="lineno"> 724</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00726"></a><span class="lineno"> 726</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00727"></a><span class="lineno"> 727</span>&#160;<span class="stringliteral">__device__ inline int16 MaxValue&lt;int16&gt;(void) {</span></div>
<div class="line"><a name="l00728"></a><span class="lineno"> 728</span>&#160;<span class="stringliteral"> return 32767;</span></div>
<div class="line"><a name="l00729"></a><span class="lineno"> 729</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00731"></a><span class="lineno"> 731</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00732"></a><span class="lineno"> 732</span>&#160;<span class="stringliteral">__device__ inline int32 MaxValue&lt;int32&gt;(void) {</span></div>
<div class="line"><a name="l00733"></a><span class="lineno"> 733</span>&#160;<span class="stringliteral"> return 2147483647;</span></div>
<div class="line"><a name="l00734"></a><span class="lineno"> 734</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00736"></a><span class="lineno"> 736</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00737"></a><span class="lineno"> 737</span>&#160;<span class="stringliteral">__device__ inline int64 MaxValue&lt;int64&gt;(void) {</span></div>
<div class="line"><a name="l00738"></a><span class="lineno"> 738</span>&#160;<span class="stringliteral"> return 9223372036854775807LL;</span></div>
<div class="line"><a name="l00739"></a><span class="lineno"> 739</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00741"></a><span class="lineno"> 741</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00742"></a><span class="lineno"> 742</span>&#160;<span class="stringliteral">__device__ inline bool MaxValue&lt;bool&gt;(void) {</span></div>
<div class="line"><a name="l00743"></a><span class="lineno"> 743</span>&#160;<span class="stringliteral"> return true;</span></div>
<div class="line"><a name="l00744"></a><span class="lineno"> 744</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00746"></a><span class="lineno"> 746</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00747"></a><span class="lineno"> 747</span>&#160;<span class="stringliteral">__device__ inline bool_t MaxValue&lt;bool_t&gt;(void) {</span></div>
<div class="line"><a name="l00748"></a><span class="lineno"> 748</span>&#160;<span class="stringliteral"> return MaxValue&lt;index_t&gt;();</span></div>
<div class="line"><a name="l00749"></a><span class="lineno"> 749</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00754"></a><span class="lineno"> 754</span>&#160;<span class="stringliteral">template&lt;typename DType&gt;</span></div>
<div class="line"><a name="l00755"></a><span class="lineno"> 755</span>&#160;<span class="stringliteral">__device__ inline DType PosInfValue(void) {</span></div>
<div class="line"><a name="l00756"></a><span class="lineno"> 756</span>&#160;<span class="stringliteral"> return MaxValue&lt;DType&gt;();</span></div>
<div class="line"><a name="l00757"></a><span class="lineno"> 757</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00759"></a><span class="lineno"> 759</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00760"></a><span class="lineno"> 760</span>&#160;<span class="stringliteral">__device__ inline float PosInfValue&lt;float&gt;(void) {</span></div>
<div class="line"><a name="l00761"></a><span class="lineno"> 761</span>&#160;<span class="stringliteral"> return inf;</span></div>
<div class="line"><a name="l00762"></a><span class="lineno"> 762</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00764"></a><span class="lineno"> 764</span>&#160;<span class="stringliteral">template&lt;&gt;</span></div>
<div class="line"><a name="l00765"></a><span class="lineno"> 765</span>&#160;<span class="stringliteral">__device__ inline double PosInfValue&lt;double&gt;(void) {</span></div>
<div class="line"><a name="l00766"></a><span class="lineno"> 766</span>&#160;<span class="stringliteral"> return inf;</span></div>
<div class="line"><a name="l00767"></a><span class="lineno"> 767</span>&#160;<span class="stringliteral">}</span></div>
<div class="line"><a name="l00768"></a><span class="lineno"> 768</span>&#160;<span class="stringliteral"></span> </div>
<div class="line"><a name="l00769"></a><span class="lineno"> 769</span>&#160;<span class="stringliteral">} // namespace limits</span></div>
<div class="line"><a name="l00770"></a><span class="lineno"> 770</span>&#160;<span class="stringliteral">)code&quot;;</span></div>
<div class="line"><a name="l00771"></a><span class="lineno"> 771</span>&#160;<span class="stringliteral">} </span><span class="comment">// namespace rtc</span></div>
<div class="line"><a name="l00772"></a><span class="lineno"> 772</span>&#160;} <span class="comment">// namespace cuda</span></div>
<div class="line"><a name="l00773"></a><span class="lineno"> 773</span>&#160;} <span class="comment">// namespace common</span></div>
<div class="line"><a name="l00774"></a><span class="lineno"> 774</span>&#160;} <span class="comment">// namespace mxnet</span></div>
<div class="line"><a name="l00775"></a><span class="lineno"> 775</span>&#160; </div>
<div class="line"><a name="l00776"></a><span class="lineno"> 776</span>&#160;<span class="preprocessor">#endif // MXNET_USE_CUDA</span></div>
<div class="line"><a name="l00777"></a><span class="lineno"> 777</span>&#160; </div>
<div class="line"><a name="l00778"></a><span class="lineno"> 778</span>&#160;<span class="preprocessor">#endif // MXNET_COMMON_CUDA_RTC_UTIL_INL_H_</span></div>
</div><!-- fragment --></div><!-- contents -->
<div class="ttc" id="anamespacemxnet_html"><div class="ttname"><a href="namespacemxnet.html">mxnet</a></div><div class="ttdoc">namespace of mxnet</div><div class="ttdef"><b>Definition:</b> api_registry.h:33</div></div>
<div class="ttc" id="anamespacemxnet_1_1common_1_1cuda_1_1rtc_html_ae927f16659df551ae48be9507647ec2d"><div class="ttname"><a href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#ae927f16659df551ae48be9507647ec2d">mxnet::common::cuda::rtc::type_support_string</a></div><div class="ttdeci">const char type_support_string[]</div><div class="ttdef"><b>Definition:</b> util-inl.h:32</div></div>
<div class="ttc" id="anamespacemxnet_1_1common_1_1cuda_1_1rtc_html_a09828bc99a0f05955a61b9e4feabb9b8"><div class="ttname"><a href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a09828bc99a0f05955a61b9e4feabb9b8">mxnet::common::cuda::rtc::limits</a></div><div class="ttdeci">const char limits[]</div><div class="ttdef"><b>Definition:</b> util-inl.h:594</div></div>
<div class="ttc" id="ainclude_2mxnet_2base_8h_html"><div class="ttname"><a href="include_2mxnet_2base_8h.html">base.h</a></div><div class="ttdoc">configuration of MXNet as well as basic data structure.</div></div>
<div class="ttc" id="anamespacemxnet_1_1common_1_1cuda_1_1rtc_html_a8a744161be1ad33c7ffb12d9cdfa316f"><div class="ttname"><a href="namespacemxnet_1_1common_1_1cuda_1_1rtc.html#a8a744161be1ad33c7ffb12d9cdfa316f">mxnet::common::cuda::rtc::util_string</a></div><div class="ttdeci">const char util_string[]</div><div class="ttdef"><b>Definition:</b> util-inl.h:415</div></div>
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