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<a href="monitor_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span>&#160;<span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment"> * Licensed to the Apache Software Foundation (ASF) under one</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment"> * or more contributor license agreements. See the NOTICE file</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment"> * distributed with this work for additional information</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="comment"> * regarding copyright ownership. The ASF licenses this file</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;<span class="comment"> * to you under the Apache License, Version 2.0 (the</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="comment"> * &quot;License&quot;); you may not use this file except in compliance</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="comment"> * with the License. You may obtain a copy of the License at</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;<span class="comment"> * http://www.apache.org/licenses/LICENSE-2.0</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="comment"> * Unless required by applicable law or agreed to in writing,</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="comment"> * software distributed under the License is distributed on an</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="comment"> * &quot;AS IS&quot; BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="comment"> * KIND, either express or implied. See the License for the</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="comment"> * specific language governing permissions and limitations</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="comment"> * under the License.</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;<span class="preprocessor">#ifndef MXNET_CPP_MONITOR_H_</span></div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="preprocessor">#define MXNET_CPP_MONITOR_H_</span></div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;<span class="preprocessor">#include &lt;regex&gt;</span></div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="preprocessor">#include &lt;tuple&gt;</span></div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160;<span class="preprocessor">#include &lt;map&gt;</span></div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;<span class="preprocessor">#include &lt;set&gt;</span></div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160;<span class="preprocessor">#include &lt;string&gt;</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="preprocessor">#include &lt;functional&gt;</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="cpp-package_2include_2mxnet-cpp_2base_8h.html">mxnet-cpp/base.h</a>&quot;</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="cpp-package_2include_2mxnet-cpp_2ndarray_8h.html">mxnet-cpp/ndarray.h</a>&quot;</span></div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="cpp-package_2include_2mxnet-cpp_2executor_8h.html">mxnet-cpp/executor.h</a>&quot;</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160;</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemxnet.html">mxnet</a> {</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;<span class="keyword">namespace </span>cpp {</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160;NDArray <a class="code" href="namespacemxnet_1_1cpp.html#af52dc7c5b66e9ee04b37f39cde0fcc5a">_default_monitor_func</a>(<span class="keyword">const</span> NDArray &amp;x);</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160;</div><div class="line"><a name="l00054"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html"> 54</a></span>&#160;<span class="keyword">class </span><a class="code" href="classmxnet_1_1cpp_1_1Monitor.html">Monitor</a> {</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00056"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a64cc3d2dc311b10e3a11664b67929bab"> 56</a></span>&#160; <span class="keyword">typedef</span> std::function&lt;NDArray(const NDArray&amp;)&gt; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a64cc3d2dc311b10e3a11664b67929bab">StatFunc</a>;</div><div class="line"><a name="l00057"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a9fbd53081c207c3262e5b0576dd3f934"> 57</a></span>&#160; <span class="keyword">typedef</span> std::tuple&lt;int, std::string, NDArray&gt; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a9fbd53081c207c3262e5b0576dd3f934">Stat</a>;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a1e08421a5f777de6005ff5f2876a49a0">Monitor</a>(<span class="keywordtype">int</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a8b20d01b8d25a4c3693336b71e98002a">interval</a>, std::regex <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a799b7bbd4de59a886d7d26cbc73defde">pattern</a> = std::regex(<span class="stringliteral">&quot;.*&quot;</span>),</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; StatFunc <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a0c2cd0bfb9606b90f3d0dfbf3d17638a">stat_func</a> = <a class="code" href="namespacemxnet_1_1cpp.html#af52dc7c5b66e9ee04b37f39cde0fcc5a">_default_monitor_func</a>);</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160;</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a6a949f12e07542d7204f766518b3ba3c">install</a>(<a class="code" href="classmxnet_1_1cpp_1_1Executor.html">Executor</a> *exe, <span class="keywordtype">bool</span> monitor_all = <span class="keyword">false</span>);</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a7e2dd4c99feb04a34d34fb5c81deefac">tic</a>();</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160; std::vector&lt;Stat&gt; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#ac10551441a3646b52d03635cd4f914d0">toc</a>();</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#ad59d637a11db7179ce195bf136b688d1">toc_print</a>();</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; <span class="keyword">protected</span>:</div><div class="line"><a name="l00093"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a8b20d01b8d25a4c3693336b71e98002a"> 93</a></span>&#160; <span class="keywordtype">int</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a8b20d01b8d25a4c3693336b71e98002a">interval</a>;</div><div class="line"><a name="l00094"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a799b7bbd4de59a886d7d26cbc73defde"> 94</a></span>&#160; std::regex <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a799b7bbd4de59a886d7d26cbc73defde">pattern</a>;</div><div class="line"><a name="l00095"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a0c2cd0bfb9606b90f3d0dfbf3d17638a"> 95</a></span>&#160; StatFunc <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a0c2cd0bfb9606b90f3d0dfbf3d17638a">stat_func</a>;</div><div class="line"><a name="l00096"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a036886927625e741a7360ab72a2832e1"> 96</a></span>&#160; std::vector&lt;Executor*&gt; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a036886927625e741a7360ab72a2832e1">exes</a>;</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;</div><div class="line"><a name="l00098"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a08b467e2c6f229157d5e712b7e30371d"> 98</a></span>&#160; <span class="keywordtype">int</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a08b467e2c6f229157d5e712b7e30371d">step</a>;</div><div class="line"><a name="l00099"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a15202e3472d49d457b92810f14b0c837"> 99</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a15202e3472d49d457b92810f14b0c837">activated</a>;</div><div class="line"><a name="l00100"></a><span class="lineno"><a class="line" href="classmxnet_1_1cpp_1_1Monitor.html#a1d9e848db7de2072089ac3bb34fa680a"> 100</a></span>&#160; std::vector&lt;Stat&gt; <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#a1d9e848db7de2072089ac3bb34fa680a">stats</a>;</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160; <span class="keyword">static</span> <span class="keywordtype">void</span> <a class="code" href="classmxnet_1_1cpp_1_1Monitor.html#adacad21e5703a2fb8561e57451caa499">executor_callback</a>(<span class="keyword">const</span> <span class="keywordtype">char</span> *name, <a class="code" href="include_2mxnet_2c__api_8h.html#a99c2939783499d2a5ce0d76881dce9df">NDArrayHandle</a> ndarray, <span class="keywordtype">void</span> *monitor_ptr);</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;};</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160;</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160;} <span class="comment">// namespace cpp</span></div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160;} <span class="comment">// namespace mxnet</span></div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160;<span class="preprocessor">#endif // MXNET_CPP_MONITOR_H_</span></div><div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a799b7bbd4de59a886d7d26cbc73defde"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a799b7bbd4de59a886d7d26cbc73defde">mxnet::cpp::Monitor::pattern</a></div><div class="ttdeci">std::regex pattern</div><div class="ttdef"><b>Definition:</b> monitor.h:94</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_ad59d637a11db7179ce195bf136b688d1"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#ad59d637a11db7179ce195bf136b688d1">mxnet::cpp::Monitor::toc_print</a></div><div class="ttdeci">void toc_print()</div><div class="ttdoc">End collecting and print results. </div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a8b20d01b8d25a4c3693336b71e98002a"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a8b20d01b8d25a4c3693336b71e98002a">mxnet::cpp::Monitor::interval</a></div><div class="ttdeci">int interval</div><div class="ttdef"><b>Definition:</b> monitor.h:93</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a64cc3d2dc311b10e3a11664b67929bab"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a64cc3d2dc311b10e3a11664b67929bab">mxnet::cpp::Monitor::StatFunc</a></div><div class="ttdeci">std::function&lt; NDArray(const NDArray &amp;)&gt; StatFunc</div><div class="ttdef"><b>Definition:</b> monitor.h:56</div></div>
<div class="ttc" id="namespacemxnet_html"><div class="ttname"><a href="namespacemxnet.html">mxnet</a></div><div class="ttdoc">namespace of mxnet </div><div class="ttdef"><b>Definition:</b> api_registry.h:33</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Executor_html"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Executor.html">mxnet::cpp::Executor</a></div><div class="ttdoc">Executor interface. </div><div class="ttdef"><b>Definition:</b> executor.h:44</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a1e08421a5f777de6005ff5f2876a49a0"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a1e08421a5f777de6005ff5f2876a49a0">mxnet::cpp::Monitor::Monitor</a></div><div class="ttdeci">Monitor(int interval, std::regex pattern=std::regex(&quot;.*&quot;), StatFunc stat_func=_default_monitor_func)</div><div class="ttdoc">Monitor constructor. </div></div>
<div class="ttc" id="namespacemxnet_1_1cpp_html_af52dc7c5b66e9ee04b37f39cde0fcc5a"><div class="ttname"><a href="namespacemxnet_1_1cpp.html#af52dc7c5b66e9ee04b37f39cde0fcc5a">mxnet::cpp::_default_monitor_func</a></div><div class="ttdeci">NDArray _default_monitor_func(const NDArray &amp;x)</div><div class="ttdoc">Default function for monitor that computes statistics of the input tensor, which is the mean absolute...</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a15202e3472d49d457b92810f14b0c837"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a15202e3472d49d457b92810f14b0c837">mxnet::cpp::Monitor::activated</a></div><div class="ttdeci">bool activated</div><div class="ttdef"><b>Definition:</b> monitor.h:99</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a7e2dd4c99feb04a34d34fb5c81deefac"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a7e2dd4c99feb04a34d34fb5c81deefac">mxnet::cpp::Monitor::tic</a></div><div class="ttdeci">void tic()</div><div class="ttdoc">Start collecting stats for current batch. Call before calling forward. </div></div>
<div class="ttc" id="cpp-package_2include_2mxnet-cpp_2executor_8h_html"><div class="ttname"><a href="cpp-package_2include_2mxnet-cpp_2executor_8h.html">executor.h</a></div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a08b467e2c6f229157d5e712b7e30371d"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a08b467e2c6f229157d5e712b7e30371d">mxnet::cpp::Monitor::step</a></div><div class="ttdeci">int step</div><div class="ttdef"><b>Definition:</b> monitor.h:98</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a6a949f12e07542d7204f766518b3ba3c"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a6a949f12e07542d7204f766518b3ba3c">mxnet::cpp::Monitor::install</a></div><div class="ttdeci">void install(Executor *exe, bool monitor_all=false)</div><div class="ttdoc">install callback to executor. Supports installing to multiple executors. </div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a1d9e848db7de2072089ac3bb34fa680a"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a1d9e848db7de2072089ac3bb34fa680a">mxnet::cpp::Monitor::stats</a></div><div class="ttdeci">std::vector&lt; Stat &gt; stats</div><div class="ttdef"><b>Definition:</b> monitor.h:100</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html">mxnet::cpp::Monitor</a></div><div class="ttdoc">Monitor interface. </div><div class="ttdef"><b>Definition:</b> monitor.h:54</div></div>
<div class="ttc" id="cpp-package_2include_2mxnet-cpp_2ndarray_8h_html"><div class="ttname"><a href="cpp-package_2include_2mxnet-cpp_2ndarray_8h.html">ndarray.h</a></div></div>
<div class="ttc" id="include_2mxnet_2c__api_8h_html_a99c2939783499d2a5ce0d76881dce9df"><div class="ttname"><a href="include_2mxnet_2c__api_8h.html#a99c2939783499d2a5ce0d76881dce9df">NDArrayHandle</a></div><div class="ttdeci">void * NDArrayHandle</div><div class="ttdoc">handle to NDArray </div><div class="ttdef"><b>Definition:</b> c_api.h:66</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a0c2cd0bfb9606b90f3d0dfbf3d17638a"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a0c2cd0bfb9606b90f3d0dfbf3d17638a">mxnet::cpp::Monitor::stat_func</a></div><div class="ttdeci">StatFunc stat_func</div><div class="ttdef"><b>Definition:</b> monitor.h:95</div></div>
<div class="ttc" id="cpp-package_2include_2mxnet-cpp_2base_8h_html"><div class="ttname"><a href="cpp-package_2include_2mxnet-cpp_2base_8h.html">base.h</a></div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a036886927625e741a7360ab72a2832e1"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a036886927625e741a7360ab72a2832e1">mxnet::cpp::Monitor::exes</a></div><div class="ttdeci">std::vector&lt; Executor * &gt; exes</div><div class="ttdef"><b>Definition:</b> monitor.h:96</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_a9fbd53081c207c3262e5b0576dd3f934"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#a9fbd53081c207c3262e5b0576dd3f934">mxnet::cpp::Monitor::Stat</a></div><div class="ttdeci">std::tuple&lt; int, std::string, NDArray &gt; Stat</div><div class="ttdef"><b>Definition:</b> monitor.h:57</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_ac10551441a3646b52d03635cd4f914d0"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#ac10551441a3646b52d03635cd4f914d0">mxnet::cpp::Monitor::toc</a></div><div class="ttdeci">std::vector&lt; Stat &gt; toc()</div><div class="ttdoc">End collecting for current batch and return results. Call after computation of current batch...</div></div>
<div class="ttc" id="classmxnet_1_1cpp_1_1Monitor_html_adacad21e5703a2fb8561e57451caa499"><div class="ttname"><a href="classmxnet_1_1cpp_1_1Monitor.html#adacad21e5703a2fb8561e57451caa499">mxnet::cpp::Monitor::executor_callback</a></div><div class="ttdeci">static void executor_callback(const char *name, NDArrayHandle ndarray, void *monitor_ptr)</div></div>
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