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| <a href="_gemm_tuner_8py.xhtml">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml"> 1</a></span> <span class="comment"># Copyright (c) 2019 ARM Limited.</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment">#</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"># SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment">#</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"># Permission is hereby granted, free of charge, to any person obtaining a copy</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="comment"># of this software and associated documentation files (the "Software"), to</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="comment"># deal in the Software without restriction, including without limitation the</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="comment"># rights to use, copy, modify, merge, publish, distribute, sublicense, and/or</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="comment"># sell copies of the Software, and to permit persons to whom the Software is</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="comment"># furnished to do so, subject to the following conditions:</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="comment">#</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="comment"># The above copyright notice and this permission notice shall be included in all</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="comment"># copies or substantial portions of the Software.</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="comment">#</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="comment"># THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="comment"># IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="comment"># FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="comment"># AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="comment"># LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="comment"># OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="comment"># SOFTWARE.</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> </div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="comment">#!/usr/bin/python3</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> </div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span> <span class="keyword">import</span> argparse</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span> <span class="keyword">import</span> csv</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span> <span class="keyword">import</span> json</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span> <span class="keyword">import</span> logging</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> <span class="keyword">import</span> math</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span> <span class="keyword">import</span> os</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span> <span class="keyword">from</span> collections <span class="keyword">import</span> Counter, defaultdict, deque, namedtuple</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> <span class="keyword">from</span> enum <span class="keyword">import</span> Enum</div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="keyword">from</span> pathlib <span class="keyword">import</span> Path</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span> <span class="keyword">from</span> typing <span class="keyword">import</span> Deque, Dict, Generator, List, NamedTuple, Set, Tuple, Union</div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> </div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> <span class="comment"># Types</span></div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> </div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="comment"># Gemm strategy</span></div><div class="line"><a name="l00041"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#acf7192c608527efb8f8dedf0a3f2e706"> 41</a></span> Strategy = Enum(<span class="stringliteral">"Strategy"</span>, [<span class="stringliteral">"Native"</span>, <span class="stringliteral">"ReshapedOnlyRHS"</span>, <span class="stringliteral">"Reshaped"</span>])</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span> </div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> <span class="comment"># Gemm parameter</span></div><div class="line"><a name="l00044"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml"> 44</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml">GEMMParam</a>(NamedTuple):</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  M: int <span class="comment"># Number of lhs matrix rows</span></div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  N: int <span class="comment"># Number of rhs matrix columns</span></div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  K: int <span class="comment"># Number of lhs matrix columns/rhs matrix rows</span></div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>  B: int <span class="comment"># Batch size</span></div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span> </div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>  @staticmethod</div><div class="line"><a name="l00051"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a07e6bd3c27fd3a393629194f1d227f91"> 51</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a07e6bd3c27fd3a393629194f1d227f91">parse_from_strs</a>(*args):</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml">GEMMParam</a>(*<a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(int, args))</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span> </div><div class="line"><a name="l00054"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a23e8041ce1015febe4fdace3225714f9"> 54</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a23e8041ce1015febe4fdace3225714f9">__str__</a>(self):</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keywordflow">return</span> <span class="stringliteral">"-"</span>.<a class="code" href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">join</a>(<a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(str, self))</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span> </div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span> </div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span> <span class="comment"># Gemm configuration for strategy Native</span></div><div class="line"><a name="l00059"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml"> 59</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml">NativeGEMMConfig</a>(NamedTuple):</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  m0: int <span class="comment"># Number of rows processed by the matrix multiplication</span></div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  n0: int <span class="comment"># Number of columns processed by the matrix multiplication</span></div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  k0: int <span class="comment"># Number of partial accumulations performed by the matrix multiplication</span></div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span> </div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  @staticmethod</div><div class="line"><a name="l00065"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91"> 65</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">parse_from_strs</a>(*args):</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  *mnk, = <a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(int, args)</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml">NativeGEMMConfig</a>(*mnk)</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span> </div><div class="line"><a name="l00069"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9"> 69</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">__str__</a>(self):</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  <span class="keywordflow">return</span> <span class="stringliteral">"-"</span>.<a class="code" href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">join</a>(<a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(str, self))</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span> </div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span> </div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span> <span class="comment"># Gemm configuration for strategy Reshaped Only RHS</span></div><div class="line"><a name="l00074"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml"> 74</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml">ReshapedOnlyRHSGEMMConfig</a>(NamedTuple):</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>  m0: int <span class="comment"># Number of rows processed by the matrix multiplication</span></div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  n0: int <span class="comment"># Number of columns processed by the matrix multiplication</span></div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  k0: int <span class="comment"># Number of partial accumulations performed by the matrix multiplication</span></div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  h0: int <span class="comment"># Number of horizontal blocks of size (k0xn0) stored on the same output row</span></div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  interleave_rhs: bool <span class="comment"># Interleave rhs matrix (1) / Do not interleave rhs matrix (0)</span></div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  transpose_rhs: bool <span class="comment"># Transpose rhs matrix but not lhs matrix (1) / Do not transpose rhs matrix but do transpose lhs matrix (0)</span></div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span> </div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  @staticmethod</div><div class="line"><a name="l00083"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91"> 83</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">parse_from_strs</a>(*args):</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  *mnkh, interleave_rhs, transpose_rhs = <a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(int, args)</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  interleave_rhs = interleave_rhs == 1</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  transpose_rhs = transpose_rhs == 1</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml">ReshapedOnlyRHSGEMMConfig</a>(*mnkh, interleave_rhs, transpose_rhs)</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span> </div><div class="line"><a name="l00089"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9"> 89</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">__str__</a>(self):</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  <span class="keywordflow">return</span> <span class="stringliteral">"-"</span>.<a class="code" href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">join</a>(<a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(str, self))</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span> </div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span> </div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> <span class="comment"># Gemm configuration for strategy Reshaped</span></div><div class="line"><a name="l00094"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml"> 94</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml">ReshapedGEMMConfig</a>(NamedTuple):</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  m0: int <span class="comment"># Number of rows processed by the matrix multiplication</span></div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  n0: int <span class="comment"># Number of columns processed by the matrix multiplication</span></div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  k0: int <span class="comment"># Number of partial accumulations performed by the matrix multiplication</span></div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  v0: int <span class="comment"># Number of vertical blocks of size (m0xk0) stored on the same output row</span></div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  h0: int <span class="comment"># Number of horizontal blocks of size (k0xn0) stored on the same output row</span></div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>  interleave_lhs: bool <span class="comment"># Interleave lhs matrix (1) / Do not interleave lhs matrix (0)</span></div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  interleave_rhs: bool <span class="comment"># Interleave rhs matrix (1) / Do not interleave rhs matrix (0)</span></div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  transpose_rhs: bool <span class="comment"># Transpose rhs matrix but not lhs matrix (1) / Do not transpose rhs matrix but do transpose lhs matrix (0)</span></div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span> </div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>  @staticmethod</div><div class="line"><a name="l00105"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91"> 105</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">parse_from_strs</a>(*args):</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  *mnkvh, interleave_lhs, interleave_rhs, transpose_rhs = <a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(int, args)</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>  interleave_lhs = interleave_lhs == 1</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  interleave_rhs = interleave_rhs == 1</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  transpose_rhs = transpose_rhs == 1</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml">ReshapedGEMMConfig</a>(*mnkvh, interleave_lhs, interleave_rhs, transpose_rhs)</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span> </div><div class="line"><a name="l00112"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9"> 112</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">__str__</a>(self):</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <span class="keywordflow">return</span> <span class="stringliteral">"-"</span>.<a class="code" href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">join</a>(<a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(str, self))</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span> </div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span> </div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span> <span class="comment"># Measurement we take from the benchmark result.</span></div><div class="line"><a name="l00117"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml"> 117</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(NamedTuple):</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  opencl_timer_ms: float</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span> </div><div class="line"><a name="l00120"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#afb997abfddc10d3bf54412297c00471c"> 120</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#afb997abfddc10d3bf54412297c00471c">is_close_to</a>(self, other, tol):</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  <span class="keywordflow">return</span> math.fabs(self.opencl_timer_ms - other.opencl_timer_ms) < tol</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span> </div><div class="line"><a name="l00123"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#a3e423795fdaa270fe18bccfba052f789"> 123</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#a3e423795fdaa270fe18bccfba052f789">is_better_than</a>(self, other, tol):</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>  <span class="keywordflow">return</span> self < other <span class="keywordflow">and</span> <span class="keywordflow">not</span> self.<a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#afb997abfddc10d3bf54412297c00471c">is_close_to</a>(other)</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span> </div><div class="line"><a name="l00126"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#a547cf97e438ebc6734fd6d1ea2b21b6d"> 126</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#a547cf97e438ebc6734fd6d1ea2b21b6d">__add__</a>(self, other):</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms + other.opencl_timer_ms)</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span> </div><div class="line"><a name="l00129"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#ae03b88268c88fb1edfdb3f5353478d7b"> 129</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#ae03b88268c88fb1edfdb3f5353478d7b">__sub__</a>(self, other):</div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms - other.opencl_timer_ms)</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span> </div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#a96fd98a8997501189d60829abc0257cb"> 132</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#a96fd98a8997501189d60829abc0257cb">__mul__</a>(self, other):</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms * other.opencl_timer_ms)</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span> </div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#a5855279dfdcb183a472784ad7afeed88"> 135</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#a5855279dfdcb183a472784ad7afeed88">__floordiv__</a>(self, other):</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms // other.opencl_timer_ms)</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span> </div><div class="line"><a name="l00138"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#ad6e2319d03d3d5e39f9808eda9eecabf"> 138</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#ad6e2319d03d3d5e39f9808eda9eecabf">__truediv__</a>(self, other):</div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms / other.opencl_timer_ms)</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span> </div><div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_measurement.xhtml#a480eef30c37e527051d12029c15c70d3"> 141</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_measurement.xhtml#a480eef30c37e527051d12029c15c70d3">__pow__</a>(self, power):</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  <span class="keywordflow">return</span> <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(self.opencl_timer_ms ** power)</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span> </div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span> </div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span> <span class="comment"># GEMMConfig Type</span></div><div class="line"><a name="l00146"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a696b6940cef01d03e1fc064d8be3727b"> 146</a></span> GEMMConfigT = Union[NativeGEMMConfig, ReshapedOnlyRHSGEMMConfig, ReshapedGEMMConfig]</div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span> </div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> </div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span> <span class="comment"># Representation of the benchmark result from a single experiment</span></div><div class="line"><a name="l00150"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_benchmark_result.xhtml"> 150</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_benchmark_result.xhtml">BenchmarkResult</a>(NamedTuple):</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  gemm_param: GEMMParam</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  strategy: Strategy</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  gemm_config: GEMMConfigT</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  measurement: Measurement</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span> </div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span> </div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span> <span class="comment"># Representation of a single row of BenchmarkResult in CSV</span></div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span> <span class="comment"># NOTE: In the CSV representation, we merge all fields of Gemm Config into a single field "GEMMConfig", but keep the</span></div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span> <span class="comment"># fields of GEMMParam and Measurement</span></div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span> <span class="comment"># The example entry including header would look like:</span></div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span> <span class="comment"># M , N , K , B, Strategy , GEMMConfig , OpenCLTimer_MS</span></div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span> <span class="comment"># 1225, 32, 192, 1, Reshaped , 4-4-4-3-1-1-1-0 , 0.3309</span></div><div class="line"><a name="l00163"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a547e317a8765ca62ed005b0bf03fec15"> 163</a></span> BenchmarkResultCSVRow = namedtuple(</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  <span class="stringliteral">"BenchmarkResultCSVRow"</span>, GEMMParam._fields + (<span class="stringliteral">"Strategy"</span>, <span class="stringliteral">"GEMMConfig"</span>) + Measurement._fields</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span> )</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span> </div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span> </div><div class="line"><a name="l00168"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a38da4cefc89939b02e38ec9027a110b2"> 168</a></span> <span class="keyword">def </span><a class="code" href="namespace_gemm_tuner.xhtml#a38da4cefc89939b02e38ec9027a110b2">benchmark_result_2_csv_row</a>(result: BenchmarkResult) -> BenchmarkResultCSVRow:</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  <span class="stringliteral">""" Convert a BenchmarkResult into its CSV row form """</span></div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  <span class="keywordflow">return</span> <a class="code" href="namespace_gemm_tuner.xhtml#a547e317a8765ca62ed005b0bf03fec15">BenchmarkResultCSVRow</a>(</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  *(result.gemm_param + (result.strategy.name, str(result.gemm_config)) + result.measurement)</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  )</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span> </div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span> </div><div class="line"><a name="l00175"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml"> 175</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml">GEMMBenchmarkResultRecorder</a>:</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  <span class="stringliteral">""" A recorder that records and organises GEMM Benchmark results, and produces various reports on the record.</span></div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span> </div><div class="line"><a name="l00179"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a1d13ba4c90b1f13f78abc54d6c18bde4"> 179</a></span>  SummaryLevel = Enum(<span class="stringliteral">"SummaryLevel"</span>, [<span class="stringliteral">"Short"</span>, <span class="stringliteral">"Detailed"</span>])</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span> </div><div class="line"><a name="l00181"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ae625b46930454abeb72e1526955462b6"> 181</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ae625b46930454abeb72e1526955462b6">__init__</a>(self, tol=0.01):</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <span class="stringliteral">""" Initializer</span></div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  self._benchmark_result_record: List[BenchmarkResult] = []</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  <span class="comment"># Strategies recorded</span></div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ada6a9c2772e9a7c52e7674d4b73e5684">_strategies</a> = <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a1ec8dd7ea96aec0e4068497f0b5e17b2">set</a>()</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a954df8e12fad5db41f9960775e74ad34">_tol</a> = tol</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span> </div><div class="line"><a name="l00189"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#af9db75613721e5fa69e3af9697ca8dc5"> 189</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#af9db75613721e5fa69e3af9697ca8dc5">add</a>(self, benchmark_result: BenchmarkResult):</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  <span class="stringliteral">""" Add a benchmark result to the record.</span></div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  gemm_param, strategy, gemm_config, measurement = benchmark_result</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  <span class="comment"># Update strategies encoutnered</span></div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ada6a9c2772e9a7c52e7674d4b73e5684">_strategies</a>.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#af9db75613721e5fa69e3af9697ca8dc5">add</a>(strategy)</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span> </div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  self._benchmark_result_record.append(benchmark_result)</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span> </div><div class="line"><a name="l00198"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4"> 198</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4">get_record</a>(self) -> Generator[BenchmarkResult, None, None]:</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  <span class="stringliteral">""" Return an iterator that iterates over the record.</span></div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>  <span class="keywordflow">yield</span> <span class="keyword">from</span> self._benchmark_result_record</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span> </div><div class="line"><a name="l00203"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a84ff0c9fbd56a0f9308d138de4f99354"> 203</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a84ff0c9fbd56a0f9308d138de4f99354">get_best_gemm_configs</a>(self):</div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="stringliteral">""" Get the best GEMMConfig set per GEMMParam per Strategy</span></div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>  best_gc_sets: Dict[</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  Tuple[GEMMParam, Strategy], List[Tuple[GEMMConfig, Measurement]]</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>  ] = defaultdict(list)</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>  <span class="keywordflow">for</span> gemm_param, strategy, gemm_config, measurement <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4">get_record</a>():</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>  best_gc_set = best_gc_sets.setdefault((gemm_param, strategy), [])</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>  best_gc_set.append((gemm_config, measurement))</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  <span class="comment"># Sort the best config set (list)</span></div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>  best_gc_set = sorted(best_gc_set, key=<span class="keyword">lambda</span> gc_and_m: gc_and_m[1])</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  <span class="comment"># Filter out configs that are beyond tolerance to the best GEMMConfig's measurement</span></div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>  best_gc, best_m = best_gc_set[0]</div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>  best_gc_set_new = [</div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>  (gemm_config, measurement)</div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span>  <span class="keywordflow">for</span> gemm_config, measurement <span class="keywordflow">in</span> best_gc_set[1:]</div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  <span class="keywordflow">if</span> measurement.is_close_to(best_m, self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a954df8e12fad5db41f9960775e74ad34">_tol</a>)</div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  ]</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>  <span class="comment"># Add back the best config</span></div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>  best_gc_set_new.insert(0, (best_gc, best_m))</div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>  best_gc_sets[(gemm_param, strategy)] = best_gc_set_new</div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span> </div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <span class="keywordflow">return</span> best_gc_sets</div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span> </div><div class="line"><a name="l00227"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a8c938fde12c1d2d34553c608c776ba77"> 227</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a8c938fde12c1d2d34553c608c776ba77">get_best_gemm_configs_as_sequence</a>(self):</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  <span class="stringliteral">""" Get the best GEMMConfig set per GEMMParam per Strategy, and flatten the result into a sequence</span></div><div class="line"><a name="l00229"></a><span class="lineno"> 229</span> <span class="stringliteral"> of BenchmarkResults</span></div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  <span class="keywordflow">for</span> (gemm_param, strategy), best_gc_sets <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a84ff0c9fbd56a0f9308d138de4f99354">get_best_gemm_configs</a>().items():</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>  <span class="keywordflow">for</span> best_gemm_config, best_measurement <span class="keywordflow">in</span> best_gc_sets:</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="keywordflow">yield</span> <a class="code" href="class_gemm_tuner_1_1_benchmark_result.xhtml">BenchmarkResult</a>(gemm_param, strategy, best_gemm_config, best_measurement)</div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span> </div><div class="line"><a name="l00235"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a0ea49ac2ac7d7a33761dc5905cab3711"> 235</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a0ea49ac2ac7d7a33761dc5905cab3711">get_config_distributions</a>(self):</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  <span class="stringliteral">""" Return GEMMConfigDistribution for each strategy</span></div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  gemm_config_distributions: Dict[Strategy, GEMMConfigDistribution] = defaultdict(</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  GEMMConfigDistribution</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  )</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <span class="keywordflow">for</span> benchmark_result <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a8c938fde12c1d2d34553c608c776ba77">get_best_gemm_configs_as_sequence</a>():</div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  _, strategy, _, _ = benchmark_result</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  gemm_config_distributions[strategy].<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#af9db75613721e5fa69e3af9697ca8dc5">add</a>(benchmark_result)</div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span> </div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  <span class="keywordflow">return</span> gemm_config_distributions</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span> </div><div class="line"><a name="l00247"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a7f8d2c4e2f70c295ad80e22fed16a5ef"> 247</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a7f8d2c4e2f70c295ad80e22fed16a5ef">save_to_csvs</a>(self, out_dir, only_best_config=True):</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <span class="stringliteral">""" Save records to an output directory of csv files.</span></div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span> <span class="stringliteral"> The directory is organized such that each strategy gets its own CSV file.</span></div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  <span class="keywordflow">if</span> <span class="keywordflow">not</span> os.path.exists(out_dir):</div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  logging.info(<span class="stringliteral">"Output directory {} does not exist. Creating..."</span>.format(out_dir))</div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  os.mkdir(out_dir)</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  <span class="keywordflow">for</span> strategy <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ada6a9c2772e9a7c52e7674d4b73e5684">_strategies</a>:</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  out_csv_path = os.path.join(out_dir, strategy.name)</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span>  <span class="keywordflow">if</span> os.path.exists(out_csv_path):</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  overwrite = (</div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span>  <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a8fcf2ddd9a1d58b1b280f5c0aed71845">input</a>(</div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span>  <span class="stringliteral">"Output CSV {} already exists. Overwrite? [Y/N]: "</span>.format(out_csv_path)</div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span>  ).lower()</div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span>  == <span class="stringliteral">"y"</span></div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span>  )</div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <span class="keywordflow">if</span> <span class="keywordflow">not</span> overwrite:</div><div class="line"><a name="l00264"></a><span class="lineno"> 264</span>  logging.info(<span class="stringliteral">"Skipping {}"</span>.format(out_csv_path))</div><div class="line"><a name="l00265"></a><span class="lineno"> 265</span>  <span class="keywordflow">continue</span></div><div class="line"><a name="l00266"></a><span class="lineno"> 266</span>  logging.info(<span class="stringliteral">"Saving csv file to {}"</span>.format(out_csv_path))</div><div class="line"><a name="l00267"></a><span class="lineno"> 267</span>  record = (</div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a8c938fde12c1d2d34553c608c776ba77">get_best_gemm_configs_as_sequence</a>() <span class="keywordflow">if</span> only_best_config <span class="keywordflow">else</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4">get_record</a>()</div><div class="line"><a name="l00269"></a><span class="lineno"> 269</span>  )</div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span>  <span class="keyword">with</span> open(out_csv_path, <span class="stringliteral">"w"</span>) <span class="keyword">as</span> f:</div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span>  csv_writer = csv.DictWriter(f, fieldnames=BenchmarkResultCSVRow._fields)</div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span>  csv_writer.writeheader()</div><div class="line"><a name="l00273"></a><span class="lineno"> 273</span>  csv_writer.writerows(</div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  <a class="code" href="namespace_gemm_tuner.xhtml#a38da4cefc89939b02e38ec9027a110b2">benchmark_result_2_csv_row</a>(res)._asdict()</div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  <span class="keywordflow">for</span> res <span class="keywordflow">in</span> record</div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  <span class="keywordflow">if</span> res.strategy == strategy</div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span>  )</div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  logging.info(<span class="stringliteral">"Saved"</span>)</div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span> </div><div class="line"><a name="l00280"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#adc0ecf20ebe230b07f49bed19a7fb0f5"> 280</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#adc0ecf20ebe230b07f49bed19a7fb0f5">summary</a>(self, sum_level=SummaryLevel.Short):</div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span>  <span class="stringliteral">""" Return the summary string of the record</span></div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  num_raw_records = <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>(1 <span class="keywordflow">for</span> _ <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4">get_record</a>())</div><div class="line"><a name="l00284"></a><span class="lineno"> 284</span>  gemm_params_per_strategy = defaultdict(list)</div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>  <span class="keywordflow">for</span> gemm_param, strategy <span class="keywordflow">in</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a84ff0c9fbd56a0f9308d138de4f99354">get_best_gemm_configs</a>().keys():</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span>  gemm_params_per_strategy[strategy].append(gemm_param)</div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>  global_summary = f<span class="stringliteral">"""</span></div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span> <span class="stringliteral">=== {self.__class__.__name__} Summary ===</span></div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span> <span class="stringliteral">[Global]</span></div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span> <span class="stringliteral">Strategies recorded: {", ".join(map(lambda s: s.name, self._strategies))}</span></div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span> <span class="stringliteral">Total number of results recorded: {num_raw_records}</span></div><div class="line"><a name="l00292"></a><span class="lineno"> 292</span> <span class="stringliteral"></span></div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span> <span class="stringliteral">[Per strategy]</span></div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  strategy_summaries = []</div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span>  <span class="keywordflow">for</span> strategy <span class="keywordflow">in</span> gemm_params_per_strategy:</div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  summary = f<span class="stringliteral">"""</span></div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span> <span class="stringliteral">Strategy {strategy.name}:</span></div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span> <span class="stringliteral">GEMM parameters:</span></div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span> <span class="stringliteral"> Number of: {len(gemm_params_per_strategy[strategy])}</span></div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>  <span class="keywordflow">if</span> sum_level == self.__class__.SummaryLevel.Detailed:</div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>  summary += f<span class="stringliteral">"""</span></div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span> <span class="stringliteral"> Content: {gemm_params_per_strategy[strategy]}</span></div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>  strategy_summaries.append(summary)</div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span>  <span class="keywordflow">return</span> global_summary + <span class="stringliteral">""</span>.<a class="code" href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">join</a>(strategy_summaries)</div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span> </div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span> </div><div class="line"><a name="l00310"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml"> 310</a></span> <span class="keyword">class </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml">GEMMConfigDistribution</a>:</div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>  <span class="stringliteral">""" A representation of the GEMM Configuration distribution produced by the GEMMBenchmarkResultRecorder.</span></div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span> </div><div class="line"><a name="l00314"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ae64f0875afe3067b97ba370b354b9213"> 314</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ae64f0875afe3067b97ba370b354b9213">__init__</a>(self):</div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  <span class="stringliteral">""" Initializer</span></div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span>  self._gemm_config_dist: Dict[GEMMConfig, List[Tuple[GEMMParam, Measurement]]] = defaultdict(</div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span>  list</div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span>  )</div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">_gemm_config_freq</a> = Counter()</div><div class="line"><a name="l00321"></a><span class="lineno"> 321</span> </div><div class="line"><a name="l00322"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#af9db75613721e5fa69e3af9697ca8dc5"> 322</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#af9db75613721e5fa69e3af9697ca8dc5">add</a>(self, benchmark_result: BenchmarkResult):</div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span>  <span class="stringliteral">""" Add a benchmark result to the distribution</span></div><div class="line"><a name="l00324"></a><span class="lineno"> 324</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  gemm_param, _, gemm_config, measurement = benchmark_result</div><div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  self._gemm_config_dist[gemm_config].append((gemm_param, measurement))</div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">_gemm_config_freq</a>[gemm_config] += 1</div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span> </div><div class="line"><a name="l00329"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a0bcb25e557abee63ef4a75e0d639fdb0"> 329</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a0bcb25e557abee63ef4a75e0d639fdb0">distribution</a>(self):</div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>  <span class="keywordflow">return</span> self._gemm_config_dist</div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span> </div><div class="line"><a name="l00332"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#abc89734bc6dee426b61a6463ecba9dbc"> 332</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#abc89734bc6dee426b61a6463ecba9dbc">frequency</a>(self):</div><div class="line"><a name="l00333"></a><span class="lineno"> 333</span>  <span class="stringliteral">""" Get the frequency of each (best) gemm config recorded</span></div><div class="line"><a name="l00334"></a><span class="lineno"> 334</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span>  <span class="keywordflow">return</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">_gemm_config_freq</a>.most_common()</div><div class="line"><a name="l00336"></a><span class="lineno"> 336</span> </div><div class="line"><a name="l00337"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a020784aee63b0ba66ddaa5b1f2d888cb"> 337</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a020784aee63b0ba66ddaa5b1f2d888cb">best_config</a>(self):</div><div class="line"><a name="l00338"></a><span class="lineno"> 338</span>  <span class="stringliteral">""" Get the overall best config, as voted by all benchmark results.</span></div><div class="line"><a name="l00339"></a><span class="lineno"> 339</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span>  <span class="keywordflow">return</span> self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">_gemm_config_freq</a>.most_common(1)</div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span> </div><div class="line"><a name="l00342"></a><span class="lineno"><a class="line" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ad7bd8ed6c31eef061780288c095728f0"> 342</a></span>  <span class="keyword">def </span><a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ad7bd8ed6c31eef061780288c095728f0">std</a>(self):</div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span>  <span class="stringliteral">""" Get the standard deviation as a measure of dispersion of the distribution. We should aim for higher values</span></div><div class="line"><a name="l00344"></a><span class="lineno"> 344</span> <span class="stringliteral"> as they indicate there is high variation in the distribution. Thus the evidence of the best config is stronger.</span></div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  freqs = self.<a class="code" href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">_gemm_config_freq</a>.values()</div><div class="line"><a name="l00347"></a><span class="lineno"> 347</span>  <span class="keywordflow">if</span> len(freqs) == 0:</div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  <span class="keywordflow">return</span> 0</div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  mean_freq = <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>(freqs) / len(freqs)</div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  <span class="keywordflow">return</span> math.sqrt(<a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>((freq - mean_freq) ** 2 <span class="keywordflow">for</span> freq <span class="keywordflow">in</span> freqs) / len(freqs))</div><div class="line"><a name="l00351"></a><span class="lineno"> 351</span> </div><div class="line"><a name="l00352"></a><span class="lineno"> 352</span> </div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span> <span class="comment"># Globals</span></div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span> </div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span> <span class="comment"># Gemm config type factory</span></div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span> <span class="comment"># Produces a GEMMConfig type specific to a Strategy</span></div><div class="line"><a name="l00359"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a3c0f164b66e196f940f4b9e206d586d5"> 359</a></span> GEMM_CONFIG_FACTORY = {</div><div class="line"><a name="l00360"></a><span class="lineno"> 360</span>  Strategy.Native: NativeGEMMConfig,</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  Strategy.ReshapedOnlyRHS: ReshapedOnlyRHSGEMMConfig,</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span>  Strategy.Reshaped: ReshapedGEMMConfig,</div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span> }</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span> </div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span> <span class="comment"># Mapping from example binary name to Strategy</span></div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span> <span class="comment"># Assume 1-to-1 mapping</span></div><div class="line"><a name="l00367"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#ae8424a0c14384f40c0a9c89289e90262"> 367</a></span> EXAMPLE_FILE_2_STRATEGY = {</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  <span class="stringliteral">"benchmark_cl_gemm_native"</span>: Strategy.Native,</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  <span class="stringliteral">"benchmark_cl_gemm_reshaped_rhs_only"</span>: Strategy.ReshapedOnlyRHS,</div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span>  <span class="stringliteral">"benchmark_cl_gemm_reshaped"</span>: Strategy.Reshaped,</div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span> }</div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span> </div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span> <span class="comment"># Gemm example arguments type factory</span></div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span> <span class="comment"># Produces a Gemm_Example_Args type specific to a Strategy</span></div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span> <span class="comment"># Gemm example arguments consist of:</span></div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span> <span class="comment"># GEMMParam + GEMMConfig</span></div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span> <span class="comment"># in that order.</span></div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span> <span class="comment"># For example, the example args of running a reshaped rhs only example could be:</span></div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span> <span class="comment"># 100,100,100,1, 4, 4, 4, 1, 1, 1</span></div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span> <span class="comment"># M ,N ,K, B,m0,n0,k0,h0,interleave_rhs,transpose_rhs</span></div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span> <span class="comment"># <-GEMMParam-><-------------GEMMConfig--------------></span></div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span> <span class="comment"># Note that the test strategy_name == strategy.name is in place to avoid unwanted enum aliases</span></div><div class="line"><a name="l00383"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#abfd6c8b5e818f3a2a5dac6717b853018"> 383</a></span> GEMM_EXAMPLE_ARGS_FACTORY = {</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  strategy: namedtuple(</div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  <span class="stringliteral">"{}_Gemm_Example_Args"</span>.format(strategy_name),</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span>  GEMMParam._fields + GEMM_CONFIG_FACTORY[strategy]._fields,</div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  )</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  <span class="keywordflow">for</span> strategy_name, strategy <span class="keywordflow">in</span> Strategy.__members__.items()</div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span>  <span class="keywordflow">if</span> strategy_name == strategy.name</div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span> }</div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span> </div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span> <span class="comment"># File extension used for benchmark result json files</span></div><div class="line"><a name="l00393"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a2f8b815490a02d3feccad7c5472ba4e2"> 393</a></span> BENCHMARK_RESULT_JSON_EXTENSION = <span class="stringliteral">"gemmtuner_benchmark"</span></div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span> </div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span> <span class="comment"># Functions</span></div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span> </div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span> </div><div class="line"><a name="l00400"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#ae93eefdf5d69cd7bbd361324c613dff3"> 400</a></span> <span class="keyword">def </span><a class="code" href="namespace_gemm_tuner.xhtml#ae93eefdf5d69cd7bbd361324c613dff3">parse_benchmark_commandline</a>(commandline: str) -> Dict[str, str]:</div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span>  <span class="stringliteral">""" Parse the benchmark example command-line string into a dictionary of command-line agruments</span></div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span>  args = commandline.split()</div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span>  <span class="comment"># Discard program name</span></div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  args = args[1:]</div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>  <span class="comment"># Split into a list of (argument name, argument value)</span></div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>  args = <a class="code" href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">map</a>(<span class="keyword">lambda</span> arg: arg.split(<span class="stringliteral">"="</span>), args)</div><div class="line"><a name="l00408"></a><span class="lineno"> 408</span> </div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>  <span class="keyword">def </span>transform(_name):</div><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>  <span class="comment"># Strip '-'/"--" if it exists</span></div><div class="line"><a name="l00411"></a><span class="lineno"> 411</span>  _name = _name.lstrip(<span class="stringliteral">"-"</span>)</div><div class="line"><a name="l00412"></a><span class="lineno"> 412</span>  <span class="keywordflow">return</span> _name</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span> </div><div class="line"><a name="l00414"></a><span class="lineno"> 414</span>  <span class="keywordflow">return</span> {transform(name): val <span class="keywordflow">for</span> name, val <span class="keywordflow">in</span> args}</div><div class="line"><a name="l00415"></a><span class="lineno"> 415</span> </div><div class="line"><a name="l00416"></a><span class="lineno"> 416</span> </div><div class="line"><a name="l00417"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a635fc68bfeadd9692faead4d667a90a9"> 417</a></span> <span class="keyword">def </span><a class="code" href="namespace_gemm_tuner.xhtml#a635fc68bfeadd9692faead4d667a90a9">extract_benchmark_results</a>(</div><div class="line"><a name="l00418"></a><span class="lineno"> 418</span>  json_results: Dict, measurement_method=<span class="stringliteral">"avg"</span></div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span> ) -> Generator[BenchmarkResult, <span class="keywordtype">None</span>, <span class="keywordtype">None</span>]:</div><div class="line"><a name="l00420"></a><span class="lineno"> 420</span>  <span class="stringliteral">""" Parse the benchmark result and extract relevant information, namely:</span></div><div class="line"><a name="l00421"></a><span class="lineno"> 421</span> <span class="stringliteral"> GEMM param,</span></div><div class="line"><a name="l00422"></a><span class="lineno"> 422</span> <span class="stringliteral"> Strategy,</span></div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span> <span class="stringliteral"> GEMM config,</span></div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span> <span class="stringliteral"> Measurements</span></div><div class="line"><a name="l00425"></a><span class="lineno"> 425</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span>  <span class="keywordflow">for</span> json_res <span class="keywordflow">in</span> json_results:</div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span>  <span class="comment"># Get example test and test data.</span></div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span>  <span class="comment"># There should only be 1 test per run</span></div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span>  example_tests = list(json_res[<span class="stringliteral">"tests"</span>].items())</div><div class="line"><a name="l00430"></a><span class="lineno"> 430</span>  <span class="keyword">assert</span> len(example_tests) == 1</div><div class="line"><a name="l00431"></a><span class="lineno"> 431</span>  example_fn, example_test_data = example_tests[0]</div><div class="line"><a name="l00432"></a><span class="lineno"> 432</span> </div><div class="line"><a name="l00433"></a><span class="lineno"> 433</span>  <span class="comment"># Process example file name</span></div><div class="line"><a name="l00434"></a><span class="lineno"> 434</span>  example_fn = example_fn.split(os.path.sep)[-1]</div><div class="line"><a name="l00435"></a><span class="lineno"> 435</span> </div><div class="line"><a name="l00436"></a><span class="lineno"> 436</span>  <span class="comment"># Get strategy</span></div><div class="line"><a name="l00437"></a><span class="lineno"> 437</span>  strategy = EXAMPLE_FILE_2_STRATEGY[example_fn]</div><div class="line"><a name="l00438"></a><span class="lineno"> 438</span> </div><div class="line"><a name="l00439"></a><span class="lineno"> 439</span>  <span class="comment"># Get gemm params + gemm configs from example args</span></div><div class="line"><a name="l00440"></a><span class="lineno"> 440</span>  benchmark_args = <a class="code" href="namespace_gemm_tuner.xhtml#ae93eefdf5d69cd7bbd361324c613dff3">parse_benchmark_commandline</a>(json_res[<span class="stringliteral">"CommandLine"</span>])</div><div class="line"><a name="l00441"></a><span class="lineno"> 441</span>  Gemm_Example_Args_T = GEMM_EXAMPLE_ARGS_FACTORY[strategy]</div><div class="line"><a name="l00442"></a><span class="lineno"> 442</span>  example_args = Gemm_Example_Args_T(*(benchmark_args[<span class="stringliteral">"example_args"</span>].split(<span class="stringliteral">","</span>)))</div><div class="line"><a name="l00443"></a><span class="lineno"> 443</span>  <span class="comment"># Gemm_Example_Arg consists of GEMMParam first and then GEMMConfig (in that order)</span></div><div class="line"><a name="l00444"></a><span class="lineno"> 444</span>  gemm_param_fields_len = len(GEMMParam._fields)</div><div class="line"><a name="l00445"></a><span class="lineno"> 445</span>  gemm_param = GEMMParam.parse_from_strs(*example_args[:gemm_param_fields_len])</div><div class="line"><a name="l00446"></a><span class="lineno"> 446</span>  GEMMConfig = GEMM_CONFIG_FACTORY[strategy]</div><div class="line"><a name="l00447"></a><span class="lineno"> 447</span>  gemm_config = GEMMConfig.parse_from_strs(*example_args[gemm_param_fields_len:])</div><div class="line"><a name="l00448"></a><span class="lineno"> 448</span> </div><div class="line"><a name="l00449"></a><span class="lineno"> 449</span>  <span class="comment"># Get OpenCL_Time_Ms stats</span></div><div class="line"><a name="l00450"></a><span class="lineno"> 450</span>  measurements = list(example_test_data[<span class="stringliteral">"measurements"</span>].items())</div><div class="line"><a name="l00451"></a><span class="lineno"> 451</span>  <span class="comment"># There should only be 1 instrument per run</span></div><div class="line"><a name="l00452"></a><span class="lineno"> 452</span>  <span class="keyword">assert</span> len(measurements) == 1</div><div class="line"><a name="l00453"></a><span class="lineno"> 453</span>  measurement_instrument, data = measurements.pop()</div><div class="line"><a name="l00454"></a><span class="lineno"> 454</span>  <span class="comment"># Get instrument name and assert that it is the one we expect</span></div><div class="line"><a name="l00455"></a><span class="lineno"> 455</span>  measurement_instrument_name = measurement_instrument.split(<span class="stringliteral">"/"</span>)[0]</div><div class="line"><a name="l00456"></a><span class="lineno"> 456</span>  <span class="keyword">assert</span> measurement_instrument_name == <span class="stringliteral">"OpenCLTimer"</span></div><div class="line"><a name="l00457"></a><span class="lineno"> 457</span>  <span class="comment"># Take either the minimum or the average of the raw data as the measurement value</span></div><div class="line"><a name="l00458"></a><span class="lineno"> 458</span>  <span class="keywordflow">if</span> measurement_method == <span class="stringliteral">"min"</span>:</div><div class="line"><a name="l00459"></a><span class="lineno"> 459</span>  measurement_val = min(data[<span class="stringliteral">"raw"</span>])</div><div class="line"><a name="l00460"></a><span class="lineno"> 460</span>  <span class="keywordflow">elif</span> measurement_method == <span class="stringliteral">"avg"</span>:</div><div class="line"><a name="l00461"></a><span class="lineno"> 461</span>  measurement_val = <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>(data[<span class="stringliteral">"raw"</span>]) / len(data[<span class="stringliteral">"raw"</span>])</div><div class="line"><a name="l00462"></a><span class="lineno"> 462</span>  <span class="keywordflow">else</span>:</div><div class="line"><a name="l00463"></a><span class="lineno"> 463</span>  <span class="keywordflow">raise</span> ValueError(<span class="stringliteral">"Invalid measurement method: {}"</span>.format(measurement_method))</div><div class="line"><a name="l00464"></a><span class="lineno"> 464</span> </div><div class="line"><a name="l00465"></a><span class="lineno"> 465</span>  measurement = <a class="code" href="class_gemm_tuner_1_1_measurement.xhtml">Measurement</a>(measurement_val)</div><div class="line"><a name="l00466"></a><span class="lineno"> 466</span> </div><div class="line"><a name="l00467"></a><span class="lineno"> 467</span>  <span class="keywordflow">yield</span> <a class="code" href="class_gemm_tuner_1_1_benchmark_result.xhtml">BenchmarkResult</a>(gemm_param, strategy, gemm_config, measurement)</div><div class="line"><a name="l00468"></a><span class="lineno"> 468</span> </div><div class="line"><a name="l00469"></a><span class="lineno"> 469</span> </div><div class="line"><a name="l00470"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#ab9bf6647cc58e534561aa91a422229e4"> 470</a></span> <span class="keyword">def </span><a class="code" href="namespace_gemm_tuner.xhtml#ab9bf6647cc58e534561aa91a422229e4">parse_json</a>(dir_name):</div><div class="line"><a name="l00471"></a><span class="lineno"> 471</span>  <span class="stringliteral">""" Glob all benchmark result json files and parse them into json objects (dicts).</span></div><div class="line"><a name="l00472"></a><span class="lineno"> 472</span> <span class="stringliteral"> """</span></div><div class="line"><a name="l00473"></a><span class="lineno"> 473</span>  <span class="keywordflow">for</span> res_fn <span class="keywordflow">in</span> Path(dir_name).rglob(<span class="stringliteral">"*.{}"</span>.format(BENCHMARK_RESULT_JSON_EXTENSION)):</div><div class="line"><a name="l00474"></a><span class="lineno"> 474</span>  <span class="keyword">with</span> open(res_fn) <span class="keyword">as</span> res_fp:</div><div class="line"><a name="l00475"></a><span class="lineno"> 475</span>  <span class="keywordflow">yield</span> json.load(res_fp)</div><div class="line"><a name="l00476"></a><span class="lineno"> 476</span> </div><div class="line"><a name="l00477"></a><span class="lineno"> 477</span> </div><div class="line"><a name="l00478"></a><span class="lineno"> 478</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00479"></a><span class="lineno"> 479</span> <span class="comment"># Main</span></div><div class="line"><a name="l00480"></a><span class="lineno"> 480</span> <span class="comment">################################################################################</span></div><div class="line"><a name="l00481"></a><span class="lineno"> 481</span> </div><div class="line"><a name="l00482"></a><span class="lineno"> 482</span> </div><div class="line"><a name="l00483"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a2b19960927373ea2b5afd6a4ccb654ac"> 483</a></span> <span class="keyword">def </span><a class="code" href="namespace_gemm_tuner.xhtml#a2b19960927373ea2b5afd6a4ccb654ac">main</a>(args):</div><div class="line"><a name="l00484"></a><span class="lineno"> 484</span>  logging.info(<span class="stringliteral">"Searching best gemm configurations from {}"</span>.format(args.benchmark_results_dir))</div><div class="line"><a name="l00485"></a><span class="lineno"> 485</span> </div><div class="line"><a name="l00486"></a><span class="lineno"> 486</span>  benchmark_results = <a class="code" href="namespace_gemm_tuner.xhtml#a635fc68bfeadd9692faead4d667a90a9">extract_benchmark_results</a>(<a class="code" href="namespace_gemm_tuner.xhtml#ab9bf6647cc58e534561aa91a422229e4">parse_json</a>(args.benchmark_results_dir))</div><div class="line"><a name="l00487"></a><span class="lineno"> 487</span> </div><div class="line"><a name="l00488"></a><span class="lineno"> 488</span>  <span class="comment"># Add all benchmark results to the recorder</span></div><div class="line"><a name="l00489"></a><span class="lineno"> 489</span>  benchmark_result_recorder = <a class="code" href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml">GEMMBenchmarkResultRecorder</a>(tol=args.tolerance)</div><div class="line"><a name="l00490"></a><span class="lineno"> 490</span>  <span class="keywordflow">for</span> benchmark_result <span class="keywordflow">in</span> benchmark_results:</div><div class="line"><a name="l00491"></a><span class="lineno"> 491</span>  benchmark_result_recorder.add(benchmark_result)</div><div class="line"><a name="l00492"></a><span class="lineno"> 492</span> </div><div class="line"><a name="l00493"></a><span class="lineno"> 493</span>  <span class="keywordflow">if</span> args.debug:</div><div class="line"><a name="l00494"></a><span class="lineno"> 494</span>  recorder_sum_level = GEMMBenchmarkResultRecorder.SummaryLevel.Detailed</div><div class="line"><a name="l00495"></a><span class="lineno"> 495</span>  <span class="keywordflow">else</span>:</div><div class="line"><a name="l00496"></a><span class="lineno"> 496</span>  recorder_sum_level = GEMMBenchmarkResultRecorder.SummaryLevel.Short</div><div class="line"><a name="l00497"></a><span class="lineno"> 497</span> </div><div class="line"><a name="l00498"></a><span class="lineno"> 498</span>  <span class="comment"># Print overall summary of the recorded results</span></div><div class="line"><a name="l00499"></a><span class="lineno"> 499</span>  logging.info(benchmark_result_recorder.summary(sum_level=recorder_sum_level))</div><div class="line"><a name="l00500"></a><span class="lineno"> 500</span> </div><div class="line"><a name="l00501"></a><span class="lineno"> 501</span>  <span class="comment"># Get GEMM configuration distributions for each strategy</span></div><div class="line"><a name="l00502"></a><span class="lineno"> 502</span>  all_config_dists = benchmark_result_recorder.get_config_distributions()</div><div class="line"><a name="l00503"></a><span class="lineno"> 503</span> </div><div class="line"><a name="l00504"></a><span class="lineno"> 504</span>  logging.info(<span class="stringliteral">"=== Result ==="</span>)</div><div class="line"><a name="l00505"></a><span class="lineno"> 505</span>  <span class="keywordflow">for</span> strategy, config_dist <span class="keywordflow">in</span> all_config_dists.items():</div><div class="line"><a name="l00506"></a><span class="lineno"> 506</span>  logging.info(<span class="stringliteral">"Strategy: {}"</span>.format(strategy.name))</div><div class="line"><a name="l00507"></a><span class="lineno"> 507</span>  logging.debug(<span class="stringliteral">"GEMM Config, Votes"</span>)</div><div class="line"><a name="l00508"></a><span class="lineno"> 508</span>  <span class="keywordflow">for</span> config, freq <span class="keywordflow">in</span> config_dist.frequency():</div><div class="line"><a name="l00509"></a><span class="lineno"> 509</span>  logging.debug(<span class="stringliteral">"{}, {}"</span>.format(config, freq))</div><div class="line"><a name="l00510"></a><span class="lineno"> 510</span>  logging.info(</div><div class="line"><a name="l00511"></a><span class="lineno"> 511</span>  <span class="stringliteral">"Best GEMM Config: {} with std: {}"</span>.format(config_dist.best_config(), config_dist.std())</div><div class="line"><a name="l00512"></a><span class="lineno"> 512</span>  )</div><div class="line"><a name="l00513"></a><span class="lineno"> 513</span> </div><div class="line"><a name="l00514"></a><span class="lineno"> 514</span>  <span class="comment"># Save the recorded results to csv files in output directory</span></div><div class="line"><a name="l00515"></a><span class="lineno"> 515</span>  <span class="keywordflow">if</span> args.output_dir <span class="keywordflow">is</span> <span class="keywordflow">not</span> <span class="keywordtype">None</span>:</div><div class="line"><a name="l00516"></a><span class="lineno"> 516</span>  benchmark_result_recorder.save_to_csvs(args.output_dir, only_best_config=(<span class="keywordflow">not</span> args.debug))</div><div class="line"><a name="l00517"></a><span class="lineno"> 517</span> </div><div class="line"><a name="l00518"></a><span class="lineno"> 518</span> </div><div class="line"><a name="l00519"></a><span class="lineno"> 519</span> <span class="keywordflow">if</span> __name__ == <span class="stringliteral">"__main__"</span>:</div><div class="line"><a name="l00520"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a90eee7a4677ca8b1ed116364a24367f9"> 520</a></span>  parser = argparse.ArgumentParser(description=<span class="stringliteral">"CL GEMM Tuner"</span>)</div><div class="line"><a name="l00521"></a><span class="lineno"> 521</span>  parser.add_argument(</div><div class="line"><a name="l00522"></a><span class="lineno"> 522</span>  <span class="stringliteral">"-b"</span>,</div><div class="line"><a name="l00523"></a><span class="lineno"> 523</span>  <span class="stringliteral">"--benchmark_results"</span>,</div><div class="line"><a name="l00524"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#ab0bede79c5f4cbed9c2cd932a0ace201"> 524</a></span>  dest=<span class="stringliteral">"benchmark_results_dir"</span>,</div><div class="line"><a name="l00525"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a6d8a64ff78fc562acbd80da81ed531b2"> 525</a></span>  metavar=<span class="stringliteral">"PATH"</span>,</div><div class="line"><a name="l00526"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a2f4ab7bf743142dae2e459aa18f9f1d4"> 526</a></span>  action=<span class="stringliteral">"store"</span>,</div><div class="line"><a name="l00527"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a7aead736a07eaf25623ad7bfa1f0ee2d"> 527</a></span>  type=str,</div><div class="line"><a name="l00528"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a81ae9faedaa69e3e28e2960a0548df8d"> 528</a></span>  help=<span class="stringliteral">"Path to benchmark result directory, where benchmark result json files have a file \</span></div><div class="line"><a name="l00529"></a><span class="lineno"> 529</span> <span class="stringliteral"> extension of '{}'"</span>.format(</div><div class="line"><a name="l00530"></a><span class="lineno"> 530</span>  BENCHMARK_RESULT_JSON_EXTENSION</div><div class="line"><a name="l00531"></a><span class="lineno"> 531</span>  ),</div><div class="line"><a name="l00532"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#ae81948490ddf54e80a22593640178350"> 532</a></span>  required=<span class="keyword">True</span>,</div><div class="line"><a name="l00533"></a><span class="lineno"> 533</span>  )</div><div class="line"><a name="l00534"></a><span class="lineno"> 534</span>  parser.add_argument(</div><div class="line"><a name="l00535"></a><span class="lineno"> 535</span>  <span class="stringliteral">"-o"</span>,</div><div class="line"><a name="l00536"></a><span class="lineno"> 536</span>  <span class="stringliteral">"--output_dir"</span>,</div><div class="line"><a name="l00537"></a><span class="lineno"> 537</span>  dest=<span class="stringliteral">"output_dir"</span>,</div><div class="line"><a name="l00538"></a><span class="lineno"> 538</span>  metavar=<span class="stringliteral">"PATH"</span>,</div><div class="line"><a name="l00539"></a><span class="lineno"> 539</span>  action=<span class="stringliteral">"store"</span>,</div><div class="line"><a name="l00540"></a><span class="lineno"> 540</span>  type=str,</div><div class="line"><a name="l00541"></a><span class="lineno"> 541</span>  help=<span class="stringliteral">"Path to directory that holds output csv files. One per strategy"</span>,</div><div class="line"><a name="l00542"></a><span class="lineno"> 542</span>  )</div><div class="line"><a name="l00543"></a><span class="lineno"> 543</span>  parser.add_argument(</div><div class="line"><a name="l00544"></a><span class="lineno"> 544</span>  <span class="stringliteral">"-t"</span>,</div><div class="line"><a name="l00545"></a><span class="lineno"> 545</span>  <span class="stringliteral">"--tolerance"</span>,</div><div class="line"><a name="l00546"></a><span class="lineno"> 546</span>  action=<span class="stringliteral">"store"</span>,</div><div class="line"><a name="l00547"></a><span class="lineno"> 547</span>  type=float,</div><div class="line"><a name="l00548"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#affb1327b18bf08a379d19eef89cf1ed1"> 548</a></span>  default=0.01,</div><div class="line"><a name="l00549"></a><span class="lineno"> 549</span>  help=<span class="stringliteral">"For testing if two GEMMConfigs are equivalent in terms of performance. The tolerance is OpenCL timer in\</span></div><div class="line"><a name="l00550"></a><span class="lineno"> 550</span> <span class="stringliteral"> milliseconds. Recommended value: <= 0.1 ms"</span>,</div><div class="line"><a name="l00551"></a><span class="lineno"> 551</span>  )</div><div class="line"><a name="l00552"></a><span class="lineno"> 552</span>  parser.add_argument(</div><div class="line"><a name="l00553"></a><span class="lineno"> 553</span>  <span class="stringliteral">"-D"</span>, <span class="stringliteral">"--debug"</span>, dest=<span class="stringliteral">"debug"</span>, action=<span class="stringliteral">"store_true"</span>, help=<span class="stringliteral">"Enable script debugging output"</span></div><div class="line"><a name="l00554"></a><span class="lineno"> 554</span>  )</div><div class="line"><a name="l00555"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a8187411843a6284ffb964ef3fb9fcab3"> 555</a></span>  args = parser.parse_args()</div><div class="line"><a name="l00556"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#a05b240734aa0ab5756d163cc6b03d6e1"> 556</a></span>  logging_level = logging.DEBUG <span class="keywordflow">if</span> args.debug <span class="keywordflow">else</span> logging.INFO</div><div class="line"><a name="l00557"></a><span class="lineno"><a class="line" href="namespace_gemm_tuner.xhtml#afde8e18a788ccc92fc61cab298bca7e3"> 557</a></span>  logging.basicConfig(level=logging_level)</div><div class="line"><a name="l00558"></a><span class="lineno"> 558</span>  logging.debug(<span class="stringliteral">"Arguments: {}"</span>.format(args))</div><div class="line"><a name="l00559"></a><span class="lineno"> 559</span>  <a class="code" href="namespace_gemm_tuner.xhtml#a2b19960927373ea2b5afd6a4ccb654ac">main</a>(args)</div><div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_param_xhtml_a23e8041ce1015febe4fdace3225714f9"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a23e8041ce1015febe4fdace3225714f9">GemmTuner.GEMMParam.__str__</a></div><div class="ttdeci">def __str__(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00054">GemmTuner.py:54</a></div></div> |
| <div class="ttc" id="namespacearm__compute_1_1test_xhtml_aa18932675cbb5eb9c9dbf8ff4d7106c7"><div class="ttname"><a href="namespacearm__compute_1_1test.xhtml#aa18932675cbb5eb9c9dbf8ff4d7106c7">arm_compute::test::join</a></div><div class="ttdeci">std::string join(T first, T last, const std::string &separator)</div><div class="ttdoc">Helper function to concatenate multiple strings.</div><div class="ttdef"><b>Definition:</b> <a href="tests_2framework_2_utils_8h_source.xhtml#l00093">Utils.h:93</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_ad6e2319d03d3d5e39f9808eda9eecabf"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#ad6e2319d03d3d5e39f9808eda9eecabf">GemmTuner.Measurement.__truediv__</a></div><div class="ttdeci">def __truediv__(self, other)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00138">GemmTuner.py:138</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_af9db75613721e5fa69e3af9697ca8dc5"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#af9db75613721e5fa69e3af9697ca8dc5">GemmTuner.GEMMConfigDistribution.add</a></div><div class="ttdeci">def add(self, BenchmarkResult benchmark_result)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00322">GemmTuner.py:322</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml">GemmTuner.GEMMConfigDistribution</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00310">GemmTuner.py:310</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_a547cf97e438ebc6734fd6d1ea2b21b6d"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#a547cf97e438ebc6734fd6d1ea2b21b6d">GemmTuner.Measurement.__add__</a></div><div class="ttdeci">def __add__(self, other)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00126">GemmTuner.py:126</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a954df8e12fad5db41f9960775e74ad34"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a954df8e12fad5db41f9960775e74ad34">GemmTuner.GEMMBenchmarkResultRecorder._tol</a></div><div class="ttdeci">_tol</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00187">GemmTuner.py:187</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a84ff0c9fbd56a0f9308d138de4f99354"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a84ff0c9fbd56a0f9308d138de4f99354">GemmTuner.GEMMBenchmarkResultRecorder.get_best_gemm_configs</a></div><div class="ttdeci">def get_best_gemm_configs(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00203">GemmTuner.py:203</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml">GemmTuner.ReshapedOnlyRHSGEMMConfig</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00074">GemmTuner.py:74</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_benchmark_result_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_benchmark_result.xhtml">GemmTuner.BenchmarkResult</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00150">GemmTuner.py:150</a></div></div> |
| <div class="ttc" id="reduction__operation_8cl_xhtml_ab0df00f5333da51860deb93deb44a782"><div class="ttname"><a href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a></div><div class="ttdeci">DATA_TYPE sum(__global const DATA_TYPE *input)</div><div class="ttdoc">Calculate sum of a vector.</div><div class="ttdef"><b>Definition:</b> <a href="reduction__operation_8cl_source.xhtml#l00066">reduction_operation.cl:66</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config_xhtml_a07e6bd3c27fd3a393629194f1d227f91"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">GemmTuner.ReshapedOnlyRHSGEMMConfig.parse_from_strs</a></div><div class="ttdeci">def parse_from_strs(*args)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00083">GemmTuner.py:83</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_af9db75613721e5fa69e3af9697ca8dc5"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#af9db75613721e5fa69e3af9697ca8dc5">GemmTuner.GEMMBenchmarkResultRecorder.add</a></div><div class="ttdeci">def add(self, BenchmarkResult benchmark_result)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00189">GemmTuner.py:189</a></div></div> |
| <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a8fcf2ddd9a1d58b1b280f5c0aed71845"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a8fcf2ddd9a1d58b1b280f5c0aed71845">arm_compute::test::validation::input</a></div><div class="ttdeci">auto input</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_l_s_t_m_layer_quantized_8cpp_source.xhtml#l00487">LSTMLayerQuantized.cpp:487</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_native_g_e_m_m_config_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml">GemmTuner.NativeGEMMConfig</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00059">GemmTuner.py:59</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_ae64f0875afe3067b97ba370b354b9213"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ae64f0875afe3067b97ba370b354b9213">GemmTuner.GEMMConfigDistribution.__init__</a></div><div class="ttdeci">def __init__(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00314">GemmTuner.py:314</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a8c938fde12c1d2d34553c608c776ba77"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a8c938fde12c1d2d34553c608c776ba77">GemmTuner.GEMMBenchmarkResultRecorder.get_best_gemm_configs_as_sequence</a></div><div class="ttdeci">def get_best_gemm_configs_as_sequence(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00227">GemmTuner.py:227</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_ae625b46930454abeb72e1526955462b6"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ae625b46930454abeb72e1526955462b6">GemmTuner.GEMMBenchmarkResultRecorder.__init__</a></div><div class="ttdeci">def __init__(self, tol=0.01)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00181">GemmTuner.py:181</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_g_e_m_m_config_xhtml_a07e6bd3c27fd3a393629194f1d227f91"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">GemmTuner.ReshapedGEMMConfig.parse_from_strs</a></div><div class="ttdeci">def parse_from_strs(*args)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00105">GemmTuner.py:105</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_native_g_e_m_m_config_xhtml_a23e8041ce1015febe4fdace3225714f9"><div class="ttname"><a href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">GemmTuner.NativeGEMMConfig.__str__</a></div><div class="ttdeci">def __str__(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00069">GemmTuner.py:69</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config_xhtml_a23e8041ce1015febe4fdace3225714f9"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_only_r_h_s_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">GemmTuner.ReshapedOnlyRHSGEMMConfig.__str__</a></div><div class="ttdeci">def __str__(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00089">GemmTuner.py:89</a></div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_a38da4cefc89939b02e38ec9027a110b2"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#a38da4cefc89939b02e38ec9027a110b2">GemmTuner.benchmark_result_2_csv_row</a></div><div class="ttdeci">BenchmarkResultCSVRow benchmark_result_2_csv_row(BenchmarkResult result)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00168">GemmTuner.py:168</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_a480eef30c37e527051d12029c15c70d3"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#a480eef30c37e527051d12029c15c70d3">GemmTuner.Measurement.__pow__</a></div><div class="ttdeci">def __pow__(self, power)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00141">GemmTuner.py:141</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_param_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml">GemmTuner.GEMMParam</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00044">GemmTuner.py:44</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_a96fd98a8997501189d60829abc0257cb"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#a96fd98a8997501189d60829abc0257cb">GemmTuner.Measurement.__mul__</a></div><div class="ttdeci">def __mul__(self, other)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00132">GemmTuner.py:132</a></div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_ab9bf6647cc58e534561aa91a422229e4"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#ab9bf6647cc58e534561aa91a422229e4">GemmTuner.parse_json</a></div><div class="ttdeci">def parse_json(dir_name)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00470">GemmTuner.py:470</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_a020784aee63b0ba66ddaa5b1f2d888cb"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a020784aee63b0ba66ddaa5b1f2d888cb">GemmTuner.GEMMConfigDistribution.best_config</a></div><div class="ttdeci">def best_config(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00337">GemmTuner.py:337</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_afb997abfddc10d3bf54412297c00471c"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#afb997abfddc10d3bf54412297c00471c">GemmTuner.Measurement.is_close_to</a></div><div class="ttdeci">def is_close_to(self, other, tol)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00120">GemmTuner.py:120</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a0ea49ac2ac7d7a33761dc5905cab3711"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a0ea49ac2ac7d7a33761dc5905cab3711">GemmTuner.GEMMBenchmarkResultRecorder.get_config_distributions</a></div><div class="ttdeci">def get_config_distributions(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00235">GemmTuner.py:235</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_ad7bd8ed6c31eef061780288c095728f0"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#ad7bd8ed6c31eef061780288c095728f0">GemmTuner.GEMMConfigDistribution.std</a></div><div class="ttdeci">def std(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00342">GemmTuner.py:342</a></div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_ae93eefdf5d69cd7bbd361324c613dff3"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#ae93eefdf5d69cd7bbd361324c613dff3">GemmTuner.parse_benchmark_commandline</a></div><div class="ttdeci">Dict[str, str] parse_benchmark_commandline(str commandline)</div><div class="ttdoc">Functions.</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00400">GemmTuner.py:400</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_a3e423795fdaa270fe18bccfba052f789"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#a3e423795fdaa270fe18bccfba052f789">GemmTuner.Measurement.is_better_than</a></div><div class="ttdeci">def is_better_than(self, other, tol)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00123">GemmTuner.py:123</a></div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_a547e317a8765ca62ed005b0bf03fec15"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#a547e317a8765ca62ed005b0bf03fec15">GemmTuner.BenchmarkResultCSVRow</a></div><div class="ttdeci">BenchmarkResultCSVRow</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00163">GemmTuner.py:163</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_param_xhtml_a07e6bd3c27fd3a393629194f1d227f91"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_param.xhtml#a07e6bd3c27fd3a393629194f1d227f91">GemmTuner.GEMMParam.parse_from_strs</a></div><div class="ttdeci">def parse_from_strs(*args)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00051">GemmTuner.py:51</a></div></div> |
| <div class="ttc" id="namespacearm__compute_1_1utils_xhtml_a9c3303817ba653b5d1e78efb88d02bcf"><div class="ttname"><a href="namespacearm__compute_1_1utils.xhtml#a9c3303817ba653b5d1e78efb88d02bcf">arm_compute::utils::map</a></div><div class="ttdeci">void map(T &tensor, bool blocking)</div><div class="ttdoc">Maps a tensor if needed.</div><div class="ttdef"><b>Definition:</b> <a href="utils_2_utils_8h_source.xhtml#l00212">Utils.h:212</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a7f8d2c4e2f70c295ad80e22fed16a5ef"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a7f8d2c4e2f70c295ad80e22fed16a5ef">GemmTuner.GEMMBenchmarkResultRecorder.save_to_csvs</a></div><div class="ttdeci">def save_to_csvs(self, out_dir, only_best_config=True)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00247">GemmTuner.py:247</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_a0bcb25e557abee63ef4a75e0d639fdb0"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a0bcb25e557abee63ef4a75e0d639fdb0">GemmTuner.GEMMConfigDistribution.distribution</a></div><div class="ttdeci">def distribution(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00329">GemmTuner.py:329</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml">GemmTuner.GEMMBenchmarkResultRecorder</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00175">GemmTuner.py:175</a></div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_a635fc68bfeadd9692faead4d667a90a9"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#a635fc68bfeadd9692faead4d667a90a9">GemmTuner.extract_benchmark_results</a></div><div class="ttdeci">Generator[BenchmarkResult, None, None] extract_benchmark_results(Dict json_results, measurement_method="avg")</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00417">GemmTuner.py:417</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_abc89734bc6dee426b61a6463ecba9dbc"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#abc89734bc6dee426b61a6463ecba9dbc">GemmTuner.GEMMConfigDistribution.frequency</a></div><div class="ttdeci">def frequency(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00332">GemmTuner.py:332</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_adc0ecf20ebe230b07f49bed19a7fb0f5"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#adc0ecf20ebe230b07f49bed19a7fb0f5">GemmTuner.GEMMBenchmarkResultRecorder.summary</a></div><div class="ttdeci">def summary(self, sum_level=SummaryLevel.Short)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00280">GemmTuner.py:280</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_ada6a9c2772e9a7c52e7674d4b73e5684"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#ada6a9c2772e9a7c52e7674d4b73e5684">GemmTuner.GEMMBenchmarkResultRecorder._strategies</a></div><div class="ttdeci">_strategies</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00186">GemmTuner.py:186</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_g_e_m_m_config_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml">GemmTuner.ReshapedGEMMConfig</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00094">GemmTuner.py:94</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_native_g_e_m_m_config_xhtml_a07e6bd3c27fd3a393629194f1d227f91"><div class="ttname"><a href="class_gemm_tuner_1_1_native_g_e_m_m_config.xhtml#a07e6bd3c27fd3a393629194f1d227f91">GemmTuner.NativeGEMMConfig.parse_from_strs</a></div><div class="ttdeci">def parse_from_strs(*args)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00065">GemmTuner.py:65</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_reshaped_g_e_m_m_config_xhtml_a23e8041ce1015febe4fdace3225714f9"><div class="ttname"><a href="class_gemm_tuner_1_1_reshaped_g_e_m_m_config.xhtml#a23e8041ce1015febe4fdace3225714f9">GemmTuner.ReshapedGEMMConfig.__str__</a></div><div class="ttdeci">def __str__(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00112">GemmTuner.py:112</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder_xhtml_a64d43ff72eaa8e6ba4fe9831c6294af4"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_benchmark_result_recorder.xhtml#a64d43ff72eaa8e6ba4fe9831c6294af4">GemmTuner.GEMMBenchmarkResultRecorder.get_record</a></div><div class="ttdeci">Generator[BenchmarkResult, None, None] get_record(self)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00198">GemmTuner.py:198</a></div></div> |
| <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a1ec8dd7ea96aec0e4068497f0b5e17b2"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a1ec8dd7ea96aec0e4068497f0b5e17b2">arm_compute::test::validation::set</a></div><div class="ttdeci">dst_shape set(0, output_wh.first)</div></div> |
| <div class="ttc" id="namespace_gemm_tuner_xhtml_a2b19960927373ea2b5afd6a4ccb654ac"><div class="ttname"><a href="namespace_gemm_tuner.xhtml#a2b19960927373ea2b5afd6a4ccb654ac">GemmTuner.main</a></div><div class="ttdeci">def main(args)</div><div class="ttdoc">Main.</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00483">GemmTuner.py:483</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_ae03b88268c88fb1edfdb3f5353478d7b"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#ae03b88268c88fb1edfdb3f5353478d7b">GemmTuner.Measurement.__sub__</a></div><div class="ttdeci">def __sub__(self, other)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00129">GemmTuner.py:129</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml_a5855279dfdcb183a472784ad7afeed88"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml#a5855279dfdcb183a472784ad7afeed88">GemmTuner.Measurement.__floordiv__</a></div><div class="ttdeci">def __floordiv__(self, other)</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00135">GemmTuner.py:135</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_g_e_m_m_config_distribution_xhtml_a3cb4012dd6cf5644710bc17df6346f42"><div class="ttname"><a href="class_gemm_tuner_1_1_g_e_m_m_config_distribution.xhtml#a3cb4012dd6cf5644710bc17df6346f42">GemmTuner.GEMMConfigDistribution._gemm_config_freq</a></div><div class="ttdeci">_gemm_config_freq</div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00320">GemmTuner.py:320</a></div></div> |
| <div class="ttc" id="class_gemm_tuner_1_1_measurement_xhtml"><div class="ttname"><a href="class_gemm_tuner_1_1_measurement.xhtml">GemmTuner.Measurement</a></div><div class="ttdef"><b>Definition:</b> <a href="_gemm_tuner_8py_source.xhtml#l00117">GemmTuner.py:117</a></div></div> |
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