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  <div class="section" id="common-sqlite-examples">
<h1>Common SQLite examples<a class="headerlink" href="#common-sqlite-examples" title="Permalink to this headline">¶</a></h1>
<p id="examples">This section lists recepies to frequently asked questions on &#8220;how-to&#8217;s&#8221; with
NVIDIA Nsight Systems data exported in SQLite format.</p>
<div class="section" id="general-notes">
<h2>General notes<a class="headerlink" href="#general-notes" title="Permalink to this headline">¶</a></h2>
<p>The data exported into SQLite database don&#8217;t contain any indexes by default and
are as close to the contents of the report as possible. Therefore, for better
readability and speed of execution, queries below will alter tables.</p>
</div>
<div class="section" id="common-helper-commands">
<h2>Common helper commands<a class="headerlink" href="#common-helper-commands" title="Permalink to this headline">¶</a></h2>
<p>When utilizing <cite>sqlite3</cite> commandline tool, it&#8217;s helpful to have data printed
as named columns, this can be done with:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="o">.</span><span class="n">mode</span> <span class="n">column</span>
<span class="o">.</span><span class="n">headers</span> <span class="n">on</span>
</pre></div>
</div>
<p>Default column width is determined by the data in the first row of results. If
this doesn&#8217;t work out well, you can specify widths manually:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="o">.</span><span class="n">width</span> <span class="mi">10</span> <span class="mi">20</span> <span class="mi">50</span>
</pre></div>
</div>
</div>
<div class="section" id="obtaining-sample-report">
<h2>Obtaining sample report<a class="headerlink" href="#obtaining-sample-report" title="Permalink to this headline">¶</a></h2>
<p>CLI interface of Nsight Systems was used to profile <code class="docutils literal"><span class="pre">radixSortThrust</span></code>
CUDA sample, then the resulting <code class="docutils literal"><span class="pre">.qdrep</span></code> file was exported using the
<code class="docutils literal"><span class="pre">nsys</span> <span class="pre">export</span></code>.</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">nsys</span> <span class="n">profile</span> <span class="o">--</span><span class="n">trace</span><span class="o">=</span><span class="n">cuda</span><span class="p">,</span><span class="n">osrt</span> <span class="n">radixSortThrust</span>
<span class="n">nsys</span> <span class="n">export</span> <span class="o">--</span><span class="nb">type</span> <span class="n">sqlite</span> <span class="n">report1</span><span class="o">.</span><span class="n">qdrep</span>
</pre></div>
</div>
</div>
<div class="section" id="serialized-process-and-thread-identifiers">
<h2>Serialized process and thread identifiers<a class="headerlink" href="#serialized-process-and-thread-identifiers" title="Permalink to this headline">¶</a></h2>
<p id="globalid">NVIDIA Nsight Systems stores identifiers where events originated in serialized
form. For events that have <code class="docutils literal"><span class="pre">globalTid</span></code> or <code class="docutils literal"><span class="pre">globalPid</span></code> fields exported,
use the following code to extract numeric TID and PID:</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="n">globalTid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span> <span class="n">globalTid</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">TID</span> <span class="k">FROM</span> <span class="k">TABLE_NAME</span><span class="p">;</span>
</pre></div>
</div>
<p>NOTE: <code class="docutils literal"><span class="pre">globalTid</span></code> field includes both TID and PID values, while <code class="docutils literal"><span class="pre">globalPid</span></code>
only the PID value.</p>
</div>
<div class="section" id="correlate-cuda-kernel-launches-with-cuda-api-kernel-launches">
<h2>Correlate CUDA kernel launches with CUDA API kernel launches<a class="headerlink" href="#correlate-cuda-kernel-launches-with-cuda-api-kernel-launches" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="transfer-cuda-kernel-on-api"><div class="highlight"><pre><span></span><span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">name</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">kernelName</span> <span class="nb">TEXT</span><span class="p">;</span>

<span class="k">UPDATE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">SET</span> <span class="n">kernelName</span> <span class="o">=</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span>
    <span class="k">JOIN</span> <span class="n">CUPTI_ACTIVITY_KIND_KERNEL</span> <span class="k">AS</span> <span class="n">cuda_gpu</span>
        <span class="k">ON</span> <span class="n">cuda_gpu</span><span class="p">.</span><span class="n">shortName</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span>
        <span class="k">AND</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="n">correlationId</span> <span class="o">=</span> <span class="n">cuda_gpu</span><span class="p">.</span><span class="n">correlationId</span><span class="p">);</span>

<span class="k">UPDATE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">SET</span> <span class="n">name</span> <span class="o">=</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">nameId</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="c1">-- Select 10 longest CUDA API ranges that resulted in kernel execution.</span>
<span class="k">SELECT</span> <span class="n">name</span><span class="p">,</span> <span class="n">kernelName</span><span class="p">,</span> <span class="k">start</span><span class="p">,</span> <span class="k">end</span> <span class="k">FROM</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span>
    <span class="k">WHERE</span> <span class="n">kernelName</span> <span class="k">IS</span> <span class="k">NOT</span> <span class="k">NULL</span> <span class="k">ORDER</span> <span class="k">BY</span> <span class="k">end</span> <span class="o">-</span> <span class="k">start</span> <span class="k">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">name</span>                    <span class="n">kernelName</span>               <span class="n">start</span>       <span class="n">end</span>       
<span class="o">----------------------</span>  <span class="o">-----------------------</span>  <span class="o">----------</span>  <span class="o">----------</span>
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">658863435</span>   <span class="mi">658868490</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">609755015</span>   <span class="mi">609760075</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">632683286</span>   <span class="mi">632688349</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">606495356</span>   <span class="mi">606500439</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">603114486</span>   <span class="mi">603119586</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">802729785</span>   <span class="mi">802734906</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">593381170</span>   <span class="mi">593386294</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">658759955</span>   <span class="mi">658765090</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">681549917</span>   <span class="mi">681555059</span> 
<span class="n">cudaLaunchKernel_v7000</span>  <span class="n">RadixSortScanBinsKernel</span>  <span class="mi">717812527</span>   <span class="mi">717817671</span> 
</pre></div>
</div>
</div>
<div class="section" id="remove-ranges-overlapping-with-overhead">
<h2>Remove ranges overlapping with overhead<a class="headerlink" href="#remove-ranges-overlapping-with-overhead" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="overhead-overlapping"><div class="highlight"><pre><span></span><span class="c1">-- Use the this query to count CUDA API ranges overlapping with the overhead ones.</span>
<span class="c1">-- Replace &quot;SELECT COUNT(*)&quot; with &quot;DELETE&quot; to remove such ranges.</span>

<span class="k">SELECT</span> <span class="k">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span> <span class="k">FROM</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">WHERE</span> <span class="n">rowid</span> <span class="k">IN</span>
<span class="p">(</span>
    <span class="k">SELECT</span> <span class="n">cuda</span><span class="p">.</span><span class="n">rowid</span>
    <span class="k">FROM</span> <span class="n">PROFILER_OVERHEAD</span> <span class="k">as</span> <span class="n">overhead</span>
    <span class="k">INNER</span> <span class="k">JOIN</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">as</span> <span class="n">cuda</span> <span class="k">ON</span>
    <span class="p">(</span><span class="n">cuda</span><span class="p">.</span><span class="k">start</span> <span class="k">BETWEEN</span> <span class="n">overhead</span><span class="p">.</span><span class="k">start</span> <span class="k">and</span> <span class="n">overhead</span><span class="p">.</span><span class="k">end</span><span class="p">)</span>
    <span class="k">OR</span> <span class="p">(</span><span class="n">cuda</span><span class="p">.</span><span class="k">end</span> <span class="k">BETWEEN</span> <span class="n">overhead</span><span class="p">.</span><span class="k">start</span> <span class="k">and</span> <span class="n">overhead</span><span class="p">.</span><span class="k">end</span><span class="p">)</span>
    <span class="k">OR</span> <span class="p">(</span><span class="n">cuda</span><span class="p">.</span><span class="k">start</span> <span class="o">&lt;</span> <span class="n">overhead</span><span class="p">.</span><span class="k">start</span> <span class="k">AND</span> <span class="n">cuda</span><span class="p">.</span><span class="k">end</span> <span class="o">&gt;</span> <span class="n">overhead</span><span class="p">.</span><span class="k">end</span><span class="p">)</span>
<span class="p">);</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">COUNT</span><span class="p">(</span><span class="o">*</span><span class="p">)</span>  
<span class="o">----------</span>
<span class="mi">1095</span>      
</pre></div>
</div>
</div>
<div class="section" id="find-cuda-api-calls-that-resulted-in-original-graph-node-creation">
<h2>Find CUDA API calls that resulted in original graph node creation<a class="headerlink" href="#find-cuda-api-calls-that-resulted-in-original-graph-node-creation" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="select-origin-cuda-api"><div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="n">graph</span><span class="p">.</span><span class="n">graphNodeId</span><span class="p">,</span> <span class="n">api</span><span class="p">.</span><span class="k">start</span><span class="p">,</span> <span class="n">graph</span><span class="p">.</span><span class="k">start</span> <span class="k">as</span> <span class="n">graphStart</span><span class="p">,</span> <span class="n">api</span><span class="p">.</span><span class="k">end</span><span class="p">,</span>
    <span class="n">api</span><span class="p">.</span><span class="n">globalTid</span><span class="p">,</span> <span class="n">api</span><span class="p">.</span><span class="n">correlationId</span><span class="p">,</span> <span class="n">api</span><span class="p">.</span><span class="n">globalTid</span><span class="p">,</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">where</span> <span class="n">api</span><span class="p">.</span><span class="n">nameId</span> <span class="o">==</span> <span class="n">id</span><span class="p">)</span> <span class="k">as</span> <span class="n">name</span>
<span class="k">FROM</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">as</span> <span class="n">api</span>
<span class="k">JOIN</span>
    <span class="p">(</span>
        <span class="k">SELECT</span> <span class="k">start</span><span class="p">,</span> <span class="n">graphNodeId</span><span class="p">,</span> <span class="n">globalTid</span> <span class="k">from</span> <span class="n">CUDA_GRAPH_EVENTS</span>
        <span class="k">GROUP</span> <span class="k">BY</span> <span class="n">graphNodeId</span>
        <span class="k">HAVING</span> <span class="k">COUNT</span><span class="p">(</span><span class="n">originalGraphNodeId</span><span class="p">)</span> <span class="o">=</span> <span class="mi">0</span>
    <span class="p">)</span> <span class="k">as</span> <span class="n">graph</span>
<span class="k">ON</span> <span class="n">api</span><span class="p">.</span><span class="n">globalTid</span> <span class="o">==</span> <span class="n">graph</span><span class="p">.</span><span class="n">globalTid</span> <span class="k">AND</span> <span class="n">api</span><span class="p">.</span><span class="k">start</span> <span class="o">&lt;</span> <span class="n">graph</span><span class="p">.</span><span class="k">start</span> <span class="k">AND</span> <span class="n">api</span><span class="p">.</span><span class="k">end</span> <span class="o">&gt;</span> <span class="n">graph</span><span class="p">.</span><span class="k">start</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">graphNodeId</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">graphNodeId</span>  <span class="n">start</span>       <span class="n">graphStart</span>  <span class="n">end</span>         <span class="n">globalTid</span>        <span class="n">correlationId</span>  <span class="n">globalTid</span>        <span class="n">name</span>                         
<span class="o">-----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">-------------</span>  <span class="o">---------------</span>  <span class="o">-----------------------------</span>
<span class="mi">1</span>            <span class="mi">584366518</span>   <span class="mi">584378040</span>   <span class="mi">584379102</span>   <span class="mi">281560221750233</span>  <span class="mi">109</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddMemcpyNode_v10000</span>
<span class="mi">2</span>            <span class="mi">584379402</span>   <span class="mi">584382428</span>   <span class="mi">584383139</span>   <span class="mi">281560221750233</span>  <span class="mi">110</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddMemsetNode_v10000</span>
<span class="mi">3</span>            <span class="mi">584390663</span>   <span class="mi">584395352</span>   <span class="mi">584396053</span>   <span class="mi">281560221750233</span>  <span class="mi">111</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddKernelNode_v10000</span>
<span class="mi">4</span>            <span class="mi">584396314</span>   <span class="mi">584397857</span>   <span class="mi">584398438</span>   <span class="mi">281560221750233</span>  <span class="mi">112</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddMemsetNode_v10000</span>
<span class="mi">5</span>            <span class="mi">584398759</span>   <span class="mi">584400311</span>   <span class="mi">584400812</span>   <span class="mi">281560221750233</span>  <span class="mi">113</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddKernelNode_v10000</span>
<span class="mi">6</span>            <span class="mi">584401083</span>   <span class="mi">584403047</span>   <span class="mi">584403527</span>   <span class="mi">281560221750233</span>  <span class="mi">114</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddMemcpyNode_v10000</span>
<span class="mi">7</span>            <span class="mi">584403928</span>   <span class="mi">584404920</span>   <span class="mi">584405491</span>   <span class="mi">281560221750233</span>  <span class="mi">115</span>            <span class="mi">281560221750233</span>  <span class="n">cudaGraphAddHostNode_v10000</span>  
<span class="mi">29</span>           <span class="mi">632107852</span>   <span class="mi">632117921</span>   <span class="mi">632121407</span>   <span class="mi">281560221750233</span>  <span class="mi">144</span>            <span class="mi">281560221750233</span>  <span class="n">cudaMemcpyAsync_v3020</span>        
<span class="mi">30</span>           <span class="mi">632122168</span>   <span class="mi">632125545</span>   <span class="mi">632127989</span>   <span class="mi">281560221750233</span>  <span class="mi">145</span>            <span class="mi">281560221750233</span>  <span class="n">cudaMemsetAsync_v3020</span>        
<span class="mi">31</span>           <span class="mi">632131546</span>   <span class="mi">632133339</span>   <span class="mi">632135584</span>   <span class="mi">281560221750233</span>  <span class="mi">147</span>            <span class="mi">281560221750233</span>  <span class="n">cudaMemsetAsync_v3020</span>        
<span class="mi">34</span>           <span class="mi">632162514</span>   <span class="mi">632167393</span>   <span class="mi">632169297</span>   <span class="mi">281560221750233</span>  <span class="mi">151</span>            <span class="mi">281560221750233</span>  <span class="n">cudaMemcpyAsync_v3020</span>        
<span class="mi">35</span>           <span class="mi">632170068</span>   <span class="mi">632173334</span>   <span class="mi">632175388</span>   <span class="mi">281560221750233</span>  <span class="mi">152</span>            <span class="mi">281560221750233</span>  <span class="n">cudaLaunchHostFunc_v10000</span>    
</pre></div>
</div>
</div>
<div class="section" id="backtraces-for-osrt-ranges">
<h2>Backtraces for OSRT ranges<a class="headerlink" href="#backtraces-for-osrt-ranges" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="osrt-callchains"><div class="highlight"><pre><span></span><span class="c1">-- Adding text columns makes results of the query below more human-readable.</span>
<span class="c1">-- These steps are completely optional.</span>
<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">OSRT_API</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">name</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">OSRT_API</span> <span class="k">SET</span> <span class="n">name</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">OSRT_API</span><span class="p">.</span><span class="n">nameId</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">OSRT_CALLCHAINS</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">symbolName</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">OSRT_CALLCHAINS</span> <span class="k">SET</span> <span class="n">symbolName</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">symbol</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">OSRT_CALLCHAINS</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">moduleName</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">OSRT_CALLCHAINS</span> <span class="k">SET</span> <span class="n">moduleName</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">module</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="c1">-- Print backtrace of the longest OSRT range</span>
<span class="k">SELECT</span> <span class="n">globalTid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span> <span class="n">globalTid</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">TID</span><span class="p">,</span>
    <span class="k">start</span><span class="p">,</span> <span class="k">end</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">callchainId</span><span class="p">,</span> <span class="n">stackDepth</span><span class="p">,</span> <span class="n">symbolName</span><span class="p">,</span> <span class="n">moduleName</span>
<span class="k">FROM</span> <span class="n">OSRT_API</span> <span class="k">LEFT</span> <span class="k">JOIN</span> <span class="n">OSRT_CALLCHAINS</span> <span class="k">ON</span> <span class="n">callchainId</span> <span class="o">==</span> <span class="n">OSRT_CALLCHAINS</span><span class="p">.</span><span class="n">id</span>
<span class="k">WHERE</span> <span class="n">OSRT_API</span><span class="p">.</span><span class="n">rowid</span> <span class="k">IN</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">rowid</span> <span class="k">FROM</span> <span class="n">OSRT_API</span> <span class="k">ORDER</span> <span class="k">BY</span> <span class="k">end</span> <span class="o">-</span> <span class="k">start</span> <span class="k">DESC</span> <span class="k">LIMIT</span> <span class="mi">1</span><span class="p">)</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">stackDepth</span> <span class="k">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">PID</span>         <span class="n">TID</span>         <span class="n">start</span>       <span class="n">end</span>         <span class="n">name</span>                    <span class="n">callchainId</span>  <span class="n">stackDepth</span>  <span class="n">symbolName</span>                      <span class="n">moduleName</span>                              
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------------------</span>  <span class="o">-----------</span>  <span class="o">----------</span>  <span class="o">------------------------------</span>  <span class="o">----------------------------------------</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">0</span>           <span class="n">pthread_cond_timedwait</span><span class="nd">@GLIBC_2</span>  <span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libpthread</span><span class="o">-</span><span class="mf">2.27</span><span class="o">.</span><span class="n">so</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">1</span>           <span class="mh">0x7fbc983b7227</span>                  <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libcuda</span><span class="o">.</span><span class="n">so</span><span class="o">.</span><span class="mi">418</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">2</span>           <span class="mh">0x7fbc9835d5c7</span>                  <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libcuda</span><span class="o">.</span><span class="n">so</span><span class="o">.</span><span class="mi">418</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">3</span>           <span class="mh">0x7fbc983b64a8</span>                  <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libcuda</span><span class="o">.</span><span class="n">so</span><span class="o">.</span><span class="mi">418</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">4</span>           <span class="n">start_thread</span>                    <span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libpthread</span><span class="o">-</span><span class="mf">2.27</span><span class="o">.</span><span class="n">so</span>
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="mi">360897690</span>   <span class="mi">860966851</span>   <span class="n">pthread_cond_timedwait</span>  <span class="mi">88</span>           <span class="mi">5</span>           <span class="n">__clone</span>                         <span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libc</span><span class="o">-</span><span class="mf">2.27</span><span class="o">.</span><span class="n">so</span>      
</pre></div>
</div>
</div>
<div class="section" id="profiled-processes-output-streams">
<h2>Profiled processes output streams<a class="headerlink" href="#profiled-processes-output-streams" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="processes-streams"><div class="highlight"><pre><span></span><span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">ProcessStreams</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">filename</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">ProcessStreams</span> <span class="k">SET</span> <span class="n">filename</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">ProcessStreams</span><span class="p">.</span><span class="n">filenameId</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">ProcessStreams</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">content</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">ProcessStreams</span> <span class="k">SET</span> <span class="n">content</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">ProcessStreams</span><span class="p">.</span><span class="n">contentId</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="c1">-- Select all collected stdout and stderr streams.</span>
<span class="k">select</span> <span class="n">globalPid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">content</span> <span class="k">from</span> <span class="n">ProcessStreams</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">PID</span>         <span class="n">filename</span>                                                 <span class="n">content</span>                                                                                                                                                                                                                                                                                                                    
<span class="o">----------</span>  <span class="o">-------------------------------------------------------</span>  <span class="o">--------------------------------------------------------------------------------------------------------------------</span>                                                                                                                                                                                                       
<span class="mi">19163</span>       <span class="o">/</span><span class="n">tmp</span><span class="o">/</span><span class="n">nvidia</span><span class="o">/</span><span class="n">nsight_systems</span><span class="o">/</span><span class="n">streams</span><span class="o">/</span><span class="n">pid_19163_stdout</span><span class="o">.</span><span class="n">log</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_name</span><span class="o">/</span><span class="n">NVIDIA_CUDA</span><span class="o">-</span><span class="mf">10.1</span><span class="n">_Samples</span><span class="o">/</span><span class="mi">6</span><span class="n">_Advanced</span><span class="o">/</span><span class="n">radixSortThrust</span><span class="o">/</span><span class="n">radixSortThrust</span> <span class="n">Starting</span><span class="o">...</span>

<span class="n">GPU</span> <span class="n">Device</span> <span class="mi">0</span><span class="p">:</span> <span class="s2">&quot;Quadro P2000&quot;</span> <span class="k">with</span> <span class="n">compute</span> <span class="n">capability</span> <span class="mf">6.1</span>


<span class="n">Sorting</span> <span class="mi">1048576</span> <span class="mi">32</span><span class="o">-</span><span class="n">bit</span> <span class="n">unsigned</span> <span class="nb">int</span> <span class="n">keys</span> <span class="ow">and</span> <span class="n">values</span>

<span class="n">radixSortThrust</span><span class="p">,</span> <span class="n">Throughput</span> <span class="o">=</span> <span class="mf">401.0872</span> <span class="n">MElements</span><span class="o">/</span><span class="n">s</span><span class="p">,</span> <span class="n">Time</span> <span class="o">=</span> <span class="mf">0.00261</span> <span class="n">s</span><span class="p">,</span> <span class="n">Size</span> <span class="o">=</span> <span class="mi">1048576</span> <span class="n">elements</span>
<span class="n">Test</span> <span class="n">passed</span>

<span class="mi">19163</span>       <span class="o">/</span><span class="n">tmp</span><span class="o">/</span><span class="n">nvidia</span><span class="o">/</span><span class="n">nsight_systems</span><span class="o">/</span><span class="n">streams</span><span class="o">/</span><span class="n">pid_19163_stderr</span><span class="o">.</span><span class="n">log</span>                                                                                                                                                                                                                                                                                                                             
</pre></div>
</div>
</div>
<div class="section" id="thread-summary">
<h2>Thread summary<a class="headerlink" href="#thread-summary" title="Permalink to this headline">¶</a></h2>
<p id="thread-summary-composite">Please note, that Nsight Systems applies additional logic during sampling events
processing to work around lost events. This means that the results of the below
query might differ slightly from the ones shown in &#8220;Analysis summary&#8221; tab.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="c1">-- Thread summary calculated using CPU cycles (when available)</span>
<span class="k">SELECT</span>
    <span class="n">globalTid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span>
    <span class="n">globalTid</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">TID</span><span class="p">,</span>
    <span class="n">ROUND</span><span class="p">(</span><span class="mi">100</span><span class="p">.</span><span class="mi">0</span> <span class="o">*</span> <span class="k">SUM</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="o">/</span> 
        <span class="p">(</span>
            <span class="k">SELECT</span> <span class="k">SUM</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="k">FROM</span> <span class="n">COMPOSITE_EVENTS</span> 
            <span class="k">GROUP</span> <span class="k">BY</span> <span class="n">globalTid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x100</span>
        <span class="p">),</span>
        <span class="mi">2</span>
    <span class="p">)</span> <span class="k">as</span> <span class="n">CPU_utilization</span><span class="p">,</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">id</span> <span class="o">=</span> 
        <span class="p">(</span>
            <span class="k">SELECT</span> <span class="n">nameId</span> <span class="k">FROM</span> <span class="n">ThreadNames</span> 
            <span class="k">WHERE</span> <span class="n">ThreadNames</span><span class="p">.</span><span class="n">globalTid</span> <span class="o">=</span> <span class="n">COMPOSITE_EVENTS</span><span class="p">.</span><span class="n">globalTid</span>
        <span class="p">)</span>
    <span class="p">)</span> <span class="k">as</span> <span class="n">thread_name</span>
<span class="k">FROM</span> <span class="n">COMPOSITE_EVENTS</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="n">globalTid</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">CPU_utilization</span> <span class="k">DESC</span>
<span class="k">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">PID</span>         <span class="n">TID</span>         <span class="n">CPU_utilization</span>  <span class="n">thread_name</span>    
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">---------------</span>
<span class="mi">19163</span>       <span class="mi">19163</span>       <span class="mf">98.4</span>             <span class="n">radixSortThrust</span>
<span class="mi">19163</span>       <span class="mi">19168</span>       <span class="mf">1.35</span>             <span class="n">CUPTI</span> <span class="n">worker</span> <span class="n">th</span>
<span class="mi">19163</span>       <span class="mi">19166</span>       <span class="mf">0.25</span>             <span class="p">[</span><span class="n">NS</span><span class="p">]</span>           
</pre></div>
</div>
<p id="thread-summary-sched">Thread running time may be calculated using scheduling data, when PMU counter
data was not collected.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">CREATE</span> <span class="k">INDEX</span> <span class="n">sched_start</span> <span class="k">ON</span> <span class="n">SCHED_EVENTS</span> <span class="p">(</span><span class="k">start</span><span class="p">);</span>

<span class="c1">-- Intermediate table</span>
<span class="k">CREATE</span> <span class="k">TABLE</span> <span class="n">CPU_USAGE</span> <span class="k">AS</span>
<span class="k">SELECT</span>
    <span class="k">first</span><span class="p">.</span><span class="n">globalTid</span> <span class="k">as</span> <span class="n">globalTid</span><span class="p">,</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">nameId</span> <span class="k">FROM</span> <span class="n">ThreadNames</span> <span class="k">WHERE</span> <span class="n">ThreadNames</span><span class="p">.</span><span class="n">globalTid</span> <span class="o">=</span> <span class="k">first</span><span class="p">.</span><span class="n">globalTid</span><span class="p">)</span> <span class="k">as</span> <span class="n">nameId</span><span class="p">,</span>
    <span class="k">sum</span><span class="p">(</span><span class="k">second</span><span class="p">.</span><span class="k">start</span> <span class="o">-</span> <span class="k">first</span><span class="p">.</span><span class="k">start</span><span class="p">)</span> <span class="k">as</span> <span class="n">total_duration</span><span class="p">,</span>
    <span class="k">count</span><span class="p">()</span> <span class="k">as</span> <span class="n">ranges_count</span>
<span class="k">FROM</span> <span class="n">SCHED_EVENTS</span> <span class="k">as</span> <span class="k">first</span>
<span class="k">LEFT</span> <span class="k">JOIN</span> <span class="n">SCHED_EVENTS</span> <span class="k">as</span> <span class="k">second</span>
<span class="k">ON</span> <span class="k">second</span><span class="p">.</span><span class="n">rowid</span> <span class="o">=</span>
    <span class="p">(</span>
        <span class="k">SELECT</span> <span class="n">rowid</span>
        <span class="k">FROM</span> <span class="n">SCHED_EVENTS</span>
        <span class="k">WHERE</span> <span class="k">start</span> <span class="o">&gt;</span> <span class="k">first</span><span class="p">.</span><span class="k">start</span> <span class="k">AND</span> <span class="n">globalTid</span> <span class="o">=</span> <span class="k">first</span><span class="p">.</span><span class="n">globalTid</span>
        <span class="k">ORDER</span> <span class="k">BY</span> <span class="k">start</span> <span class="k">ASC</span>
        <span class="k">LIMIT</span> <span class="mi">1</span>
    <span class="p">)</span>
<span class="k">WHERE</span> <span class="k">first</span><span class="p">.</span><span class="n">isSchedIn</span> <span class="o">!=</span> <span class="mi">0</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="k">first</span><span class="p">.</span><span class="n">globalTid</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">total_duration</span> <span class="k">DESC</span><span class="p">;</span>

<span class="c1">-- Thread summary calculated using scheduled time</span>
<span class="k">SELECT</span>
    <span class="n">globalTid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span>
    <span class="n">globalTid</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">TID</span><span class="p">,</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">where</span> <span class="n">nameId</span> <span class="o">==</span> <span class="n">id</span><span class="p">)</span> <span class="k">as</span> <span class="n">thread_name</span><span class="p">,</span>
    <span class="n">ROUND</span><span class="p">(</span><span class="mi">100</span><span class="p">.</span><span class="mi">0</span> <span class="o">*</span> <span class="n">total_duration</span> <span class="o">/</span> <span class="p">(</span><span class="k">SELECT</span> <span class="k">SUM</span><span class="p">(</span><span class="n">total_duration</span><span class="p">)</span> <span class="k">FROM</span> <span class="n">CPU_USAGE</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span> <span class="k">as</span> <span class="n">CPU_utilization</span>
<span class="k">FROM</span> <span class="n">CPU_USAGE</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">CPU_utilization</span> <span class="k">DESC</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">PID</span>         <span class="n">TID</span>         <span class="n">thread_name</span>      <span class="n">CPU_utilization</span>
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">---------------</span>
<span class="mi">19163</span>       <span class="mi">19163</span>       <span class="n">radixSortThrust</span>  <span class="mf">93.74</span>          
<span class="mi">19163</span>       <span class="mi">19169</span>       <span class="n">radixSortThrust</span>  <span class="mf">3.22</span>           
<span class="mi">19163</span>       <span class="mi">19168</span>       <span class="n">CUPTI</span> <span class="n">worker</span> <span class="n">th</span>  <span class="mf">2.46</span>           
<span class="mi">19163</span>       <span class="mi">19166</span>       <span class="p">[</span><span class="n">NS</span><span class="p">]</span>             <span class="mf">0.44</span>           
<span class="mi">19163</span>       <span class="mi">19172</span>       <span class="n">radixSortThrust</span>  <span class="mf">0.07</span>           
<span class="mi">19163</span>       <span class="mi">19167</span>       <span class="p">[</span><span class="n">NS</span> <span class="n">Comms</span><span class="p">]</span>       <span class="mf">0.05</span>           
<span class="mi">19163</span>       <span class="mi">19176</span>       <span class="n">radixSortThrust</span>  <span class="mf">0.02</span>           
<span class="mi">19163</span>       <span class="mi">19170</span>       <span class="n">radixSortThrust</span>  <span class="mf">0.0</span>            
</pre></div>
</div>
</div>
<div class="section" id="function-table">
<h2>Function table<a class="headerlink" href="#function-table" title="Permalink to this headline">¶</a></h2>
<p id="id1">These examples demonstrate how to calculate Flat and BottomUp (for top level
only) views statistics.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">SAMPLING_CALLCHAINS</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">symbolName</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">SAMPLING_CALLCHAINS</span> <span class="k">SET</span> <span class="n">symbolName</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">symbol</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">SAMPLING_CALLCHAINS</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">moduleName</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">SAMPLING_CALLCHAINS</span> <span class="k">SET</span> <span class="n">moduleName</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">module</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>


<span class="c1">-- Flat view</span>
<span class="k">SELECT</span> <span class="n">symbolName</span><span class="p">,</span> <span class="n">moduleName</span><span class="p">,</span> <span class="n">ROUND</span><span class="p">(</span><span class="mi">100</span><span class="p">.</span><span class="mi">0</span> <span class="o">*</span> <span class="k">sum</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="o">/</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="k">SUM</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="k">FROM</span> <span class="n">COMPOSITE_EVENTS</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span> <span class="k">AS</span> <span class="n">flatTimePercentage</span>
<span class="k">FROM</span> <span class="n">SAMPLING_CALLCHAINS</span>
<span class="k">LEFT</span> <span class="k">JOIN</span> <span class="n">COMPOSITE_EVENTS</span> <span class="k">ON</span> <span class="n">SAMPLING_CALLCHAINS</span><span class="p">.</span><span class="n">id</span> <span class="o">==</span> <span class="n">COMPOSITE_EVENTS</span><span class="p">.</span><span class="n">id</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">module</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">flatTimePercentage</span> <span class="k">DESC</span>
<span class="k">LIMIT</span> <span class="mi">5</span><span class="p">;</span>

<span class="c1">-- BottomUp view (top level only)</span>
<span class="k">SELECT</span> <span class="n">symbolName</span><span class="p">,</span> <span class="n">moduleName</span><span class="p">,</span> <span class="n">ROUND</span><span class="p">(</span><span class="mi">100</span><span class="p">.</span><span class="mi">0</span> <span class="o">*</span> <span class="k">sum</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="o">/</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="k">SUM</span><span class="p">(</span><span class="n">cpuCycles</span><span class="p">)</span> <span class="k">FROM</span> <span class="n">COMPOSITE_EVENTS</span><span class="p">),</span> <span class="mi">2</span><span class="p">)</span> <span class="k">AS</span> <span class="n">selfTimePercentage</span>
<span class="k">FROM</span> <span class="n">SAMPLING_CALLCHAINS</span>
<span class="k">LEFT</span> <span class="k">JOIN</span> <span class="n">COMPOSITE_EVENTS</span> <span class="k">ON</span> <span class="n">SAMPLING_CALLCHAINS</span><span class="p">.</span><span class="n">id</span> <span class="o">==</span> <span class="n">COMPOSITE_EVENTS</span><span class="p">.</span><span class="n">id</span>
<span class="k">WHERE</span> <span class="n">stackDepth</span> <span class="o">==</span> <span class="mi">0</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">module</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">selfTimePercentage</span> <span class="k">DESC</span>
<span class="k">LIMIT</span> <span class="mi">5</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">symbolName</span>   <span class="n">moduleName</span>   <span class="n">flatTimePercentage</span>
<span class="o">-----------</span>  <span class="o">-----------</span>  <span class="o">------------------</span>
<span class="p">[</span><span class="n">Max</span> <span class="n">depth</span><span class="p">]</span>  <span class="p">[</span><span class="n">Max</span> <span class="n">depth</span><span class="p">]</span>  <span class="mf">99.92</span>             
<span class="n">thrust</span><span class="p">::</span><span class="nb">zip</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_</span>  <span class="mf">24.17</span>             
<span class="n">thrust</span><span class="p">::</span><span class="nb">zip</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_</span>  <span class="mf">24.17</span>             
<span class="n">thrust</span><span class="p">::</span><span class="n">det</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_</span>  <span class="mf">24.17</span>             
<span class="n">thrust</span><span class="p">::</span><span class="n">det</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_</span>  <span class="mf">24.17</span>             
<span class="n">symbolName</span>      <span class="n">moduleName</span>                                   <span class="n">selfTimePercentage</span>
<span class="o">--------------</span>  <span class="o">-------------------------------------------</span>  <span class="o">------------------</span>
<span class="mh">0x7fbc984982b6</span>  <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libcuda</span><span class="o">.</span><span class="n">so</span><span class="o">.</span><span class="mf">418.39</span>  <span class="mf">5.29</span>              
<span class="mh">0x7fbc982d0010</span>  <span class="o">/</span><span class="n">usr</span><span class="o">/</span><span class="n">lib</span><span class="o">/</span><span class="n">x86_64</span><span class="o">-</span><span class="n">linux</span><span class="o">-</span><span class="n">gnu</span><span class="o">/</span><span class="n">libcuda</span><span class="o">.</span><span class="n">so</span><span class="o">.</span><span class="mf">418.39</span>  <span class="mf">2.81</span>              
<span class="n">thrust</span><span class="p">::</span><span class="n">iterat</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_name</span><span class="o">/</span><span class="n">NVIDIA_CUDA</span><span class="o">-</span><span class="mf">10.1</span><span class="n">_Samples</span><span class="o">/</span><span class="mi">6</span><span class="n">_</span>  <span class="mf">2.23</span>              
<span class="n">thrust</span><span class="p">::</span><span class="n">iterat</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_name</span><span class="o">/</span><span class="n">NVIDIA_CUDA</span><span class="o">-</span><span class="mf">10.1</span><span class="n">_Samples</span><span class="o">/</span><span class="mi">6</span><span class="n">_</span>  <span class="mf">1.55</span>              
<span class="n">void</span> <span class="n">thrust</span><span class="p">::</span><span class="n">i</span>  <span class="o">/</span><span class="n">home</span><span class="o">/</span><span class="n">user_name</span><span class="o">/</span><span class="n">NVIDIA_CUDA</span><span class="o">-</span><span class="mf">10.1</span><span class="n">_Samples</span><span class="o">/</span><span class="mi">6</span><span class="n">_</span>  <span class="mf">1.55</span>              
</pre></div>
</div>
</div>
<div class="section" id="dx12-api-frame-duration-histogram">
<h2>DX12 API frame duration histogram<a class="headerlink" href="#dx12-api-frame-duration-histogram" title="Permalink to this headline">¶</a></h2>
<p id="dx12-fps-histgram">The example demonstrates how to calculate DX12 CPU frames durartion and
construct a histogram out of it.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">CREATE</span> <span class="k">INDEX</span> <span class="n">DX12_API_ENDTS</span> <span class="k">ON</span> <span class="n">DX12_API</span> <span class="p">(</span><span class="k">end</span><span class="p">);</span>

<span class="k">CREATE</span> <span class="n">TEMP</span> <span class="k">VIEW</span> <span class="n">DX12_API_FPS</span> <span class="k">AS</span> <span class="k">SELECT</span> <span class="k">end</span> <span class="k">AS</span> <span class="k">start</span><span class="p">,</span>
    <span class="p">(</span><span class="k">SELECT</span> <span class="k">end</span> <span class="k">FROM</span> <span class="n">DX12_API</span>
        <span class="k">WHERE</span> <span class="k">end</span> <span class="o">&gt;</span> <span class="k">outer</span><span class="p">.</span><span class="k">end</span> <span class="k">AND</span> <span class="n">nameId</span> <span class="o">==</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">id</span> <span class="k">FROM</span> <span class="n">StringIds</span>
            <span class="k">WHERE</span> <span class="n">value</span> <span class="o">==</span> <span class="ss">&quot;IDXGISwapChain::Present&quot;</span><span class="p">)</span>
        <span class="k">ORDER</span> <span class="k">BY</span> <span class="k">end</span> <span class="k">ASC</span> <span class="k">LIMIT</span> <span class="mi">1</span><span class="p">)</span> <span class="k">AS</span> <span class="k">end</span>
<span class="k">FROM</span> <span class="n">DX12_API</span> <span class="k">AS</span> <span class="k">outer</span>
    <span class="k">WHERE</span> <span class="n">nameId</span> <span class="o">==</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">id</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">value</span> <span class="o">==</span> <span class="ss">&quot;IDXGISwapChain::Present&quot;</span><span class="p">)</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="k">end</span><span class="p">;</span>

<span class="c1">-- Number of frames with a duration of [X, X + 1) milliseconds</span>
<span class="k">SELECT</span>
    <span class="k">CAST</span><span class="p">((</span><span class="k">end</span> <span class="o">-</span> <span class="k">start</span><span class="p">)</span> <span class="o">/</span> <span class="mi">1000000</span><span class="p">.</span><span class="mi">0</span> <span class="k">AS</span> <span class="nb">INT</span><span class="p">)</span> <span class="k">AS</span> <span class="n">duration_ms</span><span class="p">,</span>
    <span class="k">count</span><span class="p">(</span><span class="o">*</span><span class="p">)</span>
<span class="k">FROM</span> <span class="n">DX12_API_FPS</span>
<span class="k">WHERE</span> <span class="k">end</span> <span class="k">IS</span> <span class="k">NOT</span> <span class="k">NULL</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="n">duration_ms</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">duration_ms</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">duration_ms</span>  <span class="n">count</span><span class="p">(</span><span class="o">*</span><span class="p">)</span>  
<span class="o">-----------</span>  <span class="o">----------</span>
<span class="mi">3</span>            <span class="mi">1</span>         
<span class="mi">4</span>            <span class="mi">2</span>         
<span class="mi">5</span>            <span class="mi">7</span>         
<span class="mi">6</span>            <span class="mi">153</span>       
<span class="mi">7</span>            <span class="mi">19</span>        
<span class="mi">8</span>            <span class="mi">116</span>       
<span class="mi">9</span>            <span class="mi">16</span>        
<span class="mi">10</span>           <span class="mi">8</span>         
<span class="mi">11</span>           <span class="mi">2</span>         
<span class="mi">12</span>           <span class="mi">2</span>         
<span class="mi">13</span>           <span class="mi">1</span>         
<span class="mi">14</span>           <span class="mi">4</span>         
<span class="mi">16</span>           <span class="mi">3</span>         
<span class="mi">17</span>           <span class="mi">2</span>         
<span class="mi">18</span>           <span class="mi">1</span>         
</pre></div>
</div>
</div>
<div class="section" id="gpu-context-switch-events-enumeration">
<h2>GPU context switch events enumeration<a class="headerlink" href="#gpu-context-switch-events-enumeration" title="Permalink to this headline">¶</a></h2>
<p id="fecs-enumerate">GPU context duration is between first BEGIN and a matching END event.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="p">(</span><span class="k">CASE</span> <span class="n">tag</span> <span class="k">WHEN</span> <span class="mi">8</span> <span class="k">THEN</span> <span class="ss">&quot;BEGIN&quot;</span> <span class="k">WHEN</span> <span class="mi">7</span> <span class="k">THEN</span> <span class="ss">&quot;END&quot;</span> <span class="k">END</span><span class="p">)</span> <span class="k">AS</span> <span class="n">tag</span><span class="p">,</span>
    <span class="n">globalPid</span> <span class="o">/</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span>
    <span class="n">vmId</span><span class="p">,</span> <span class="n">seqNo</span><span class="p">,</span> <span class="n">contextId</span><span class="p">,</span> <span class="k">timestamp</span><span class="p">,</span> <span class="n">gpuId</span> <span class="k">FROM</span> <span class="n">FECS_EVENTS</span>
<span class="k">WHERE</span> <span class="n">tag</span> <span class="k">in</span> <span class="p">(</span><span class="mi">7</span><span class="p">,</span> <span class="mi">8</span><span class="p">)</span> <span class="k">ORDER</span> <span class="k">BY</span> <span class="n">seqNo</span> <span class="k">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">tag</span>         <span class="n">PID</span>         <span class="n">vmId</span>        <span class="n">seqNo</span>       <span class="n">contextId</span>   <span class="n">timestamp</span>   <span class="n">gpuId</span>     
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>
<span class="n">BEGIN</span>       <span class="mi">23371</span>       <span class="mi">0</span>           <span class="mi">0</span>           <span class="mi">1048578</span>     <span class="mi">56759171</span>    <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">23371</span>       <span class="mi">0</span>           <span class="mi">1</span>           <span class="mi">1048578</span>     <span class="mi">56927765</span>    <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">23371</span>       <span class="mi">0</span>           <span class="mi">3</span>           <span class="mi">1048578</span>     <span class="mi">63799379</span>    <span class="mi">0</span>         
<span class="n">END</span>         <span class="mi">23371</span>       <span class="mi">0</span>           <span class="mi">4</span>           <span class="mi">1048578</span>     <span class="mi">63918806</span>    <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">5</span>           <span class="mi">1048577</span>     <span class="mi">64014692</span>    <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">6</span>           <span class="mi">1048577</span>     <span class="mi">64250369</span>    <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">8</span>           <span class="mi">1048577</span>     <span class="mi">1918310004</span>  <span class="mi">0</span>         
<span class="n">END</span>         <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">9</span>           <span class="mi">1048577</span>     <span class="mi">1918521098</span>  <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">10</span>          <span class="mi">1048577</span>     <span class="mi">2024164744</span>  <span class="mi">0</span>         
<span class="n">BEGIN</span>       <span class="mi">19397</span>       <span class="mi">0</span>           <span class="mi">11</span>          <span class="mi">1048577</span>     <span class="mi">2024358650</span>  <span class="mi">0</span>         
</pre></div>
</div>
</div>
<div class="section" id="rename-cuda-kernels-with-nvtx">
<h2>Rename CUDA kernels with NVTX<a class="headerlink" href="#rename-cuda-kernels-with-nvtx" title="Permalink to this headline">¶</a></h2>
<p id="apply-nvtx-2-cuda">The example demonstrates how to map innermost NVTX push-pop range to a matching
CUDA kernel run.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">CUPTI_ACTIVITY_KIND_KERNEL</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">nvtxRange</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">CREATE</span> <span class="k">INDEX</span> <span class="n">nvtx_start</span> <span class="k">ON</span> <span class="n">NVTX_EVENTS</span> <span class="p">(</span><span class="k">start</span><span class="p">);</span>


<span class="k">UPDATE</span> <span class="n">CUPTI_ACTIVITY_KIND_KERNEL</span> <span class="k">SET</span> <span class="n">nvtxRange</span> <span class="o">=</span> <span class="p">(</span>
    <span class="k">SELECT</span> <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="nb">text</span>
    <span class="k">FROM</span> <span class="n">NVTX_EVENTS</span> <span class="k">JOIN</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">ON</span>
        <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="n">eventType</span> <span class="o">==</span> <span class="mi">59</span> <span class="k">AND</span>
        <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="n">globalTid</span> <span class="o">==</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="n">globalTid</span> <span class="k">AND</span>
        <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="k">start</span> <span class="o">&lt;=</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="k">start</span> <span class="k">AND</span>
        <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="k">end</span> <span class="o">&gt;=</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="k">end</span>
    <span class="k">WHERE</span>
        <span class="n">CUPTI_ACTIVITY_KIND_KERNEL</span><span class="p">.</span><span class="n">correlationId</span> <span class="o">==</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="n">correlationId</span>
    <span class="k">ORDER</span> <span class="k">BY</span> <span class="n">NVTX_EVENTS</span><span class="p">.</span><span class="k">start</span> <span class="k">DESC</span> <span class="k">LIMIT</span> <span class="mi">1</span>
<span class="p">);</span>

<span class="k">SELECT</span> <span class="k">start</span><span class="p">,</span> <span class="k">end</span><span class="p">,</span> <span class="n">globalPid</span><span class="p">,</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">value</span> <span class="k">as</span> <span class="n">shortName</span><span class="p">,</span> <span class="n">nvtxRange</span>
<span class="k">FROM</span> <span class="n">CUPTI_ACTIVITY_KIND_KERNEL</span> <span class="k">JOIN</span> <span class="n">StringIds</span> <span class="k">ON</span> <span class="n">shortName</span> <span class="o">==</span> <span class="n">id</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="k">start</span> <span class="k">LIMIT</span> <span class="mi">6</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">start</span>       <span class="n">end</span>         <span class="n">globalPid</span>          <span class="n">shortName</span>      <span class="n">nvtxRange</span> 
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">-----------------</span>  <span class="o">-------------</span>  <span class="o">----------</span>
<span class="mi">526545376</span>   <span class="mi">526676256</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>            
<span class="mi">526899648</span>   <span class="mi">527030368</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>  <span class="n">Add</span>       
<span class="mi">527031648</span>   <span class="mi">527162272</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>  <span class="n">Add</span>       
<span class="mi">527163584</span>   <span class="mi">527294176</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>  <span class="n">My</span> <span class="n">Kernel</span> 
<span class="mi">527296160</span>   <span class="mi">527426592</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>  <span class="n">My</span> <span class="n">Range</span>  
<span class="mi">527428096</span>   <span class="mi">527558656</span>   <span class="mi">72057700439031808</span>  <span class="n">MatrixMulCUDA</span>            
</pre></div>
</div>
</div>
<div class="section" id="select-cuda-calls-with-backtraces">
<h2>Select CUDA calls with backtraces<a class="headerlink" href="#select-cuda-calls-with-backtraces" title="Permalink to this headline">¶</a></h2>
<div class="highlight-sql" id="select-cuda-backtraces"><div class="highlight"><pre><span></span><span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">name</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">SET</span> <span class="n">name</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span><span class="p">.</span><span class="n">nameId</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">ALTER</span> <span class="k">TABLE</span> <span class="n">CUDA_CALLCHAINS</span> <span class="k">ADD</span> <span class="k">COLUMN</span> <span class="n">symbolName</span> <span class="nb">TEXT</span><span class="p">;</span>
<span class="k">UPDATE</span> <span class="n">CUDA_CALLCHAINS</span> <span class="k">SET</span> <span class="n">symbolName</span> <span class="o">=</span> <span class="p">(</span><span class="k">SELECT</span> <span class="n">value</span> <span class="k">FROM</span> <span class="n">StringIds</span> <span class="k">WHERE</span> <span class="n">symbol</span> <span class="o">=</span> <span class="n">StringIds</span><span class="p">.</span><span class="n">id</span><span class="p">);</span>

<span class="k">SELECT</span> <span class="n">globalTid</span> <span class="o">%</span> <span class="mi">0</span><span class="n">x1000000</span> <span class="k">AS</span> <span class="n">TID</span><span class="p">,</span>
    <span class="k">start</span><span class="p">,</span> <span class="k">end</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">callchainId</span><span class="p">,</span> <span class="n">stackDepth</span><span class="p">,</span> <span class="n">symbolName</span>
<span class="k">FROM</span> <span class="n">CUDA_CALLCHAINS</span> <span class="k">JOIN</span> <span class="n">CUPTI_ACTIVITY_KIND_RUNTIME</span> <span class="k">ON</span> <span class="n">callchainId</span> <span class="o">==</span> <span class="n">CUDA_CALLCHAINS</span><span class="p">.</span><span class="n">id</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">callchainId</span><span class="p">,</span> <span class="n">stackDepth</span> <span class="k">LIMIT</span> <span class="mi">11</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">TID</span>         <span class="n">start</span>       <span class="n">end</span>         <span class="n">name</span>           <span class="n">callchainId</span>  <span class="n">stackDepth</span>  <span class="n">symbolName</span>    
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">-------------</span>  <span class="o">-----------</span>  <span class="o">----------</span>  <span class="o">--------------</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">0</span>           <span class="mh">0x7f13c44f02ab</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">1</span>           <span class="mh">0x7f13c44f0b8f</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">2</span>           <span class="mh">0x7f13c44f3719</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">3</span>           <span class="n">cuMemAlloc_v2</span> 
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">4</span>           <span class="n">cudart</span><span class="p">::</span><span class="n">driver</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">5</span>           <span class="n">cudart</span><span class="p">::</span><span class="n">cudaAp</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">6</span>           <span class="n">cudaMalloc</span>    
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">7</span>           <span class="n">cudaError</span> <span class="n">cuda</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">8</span>           <span class="n">main</span>          
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">9</span>           <span class="n">__libc_start_m</span>
<span class="mi">11928</span>       <span class="mi">168976467</span>   <span class="mi">169077826</span>   <span class="n">cuMemAlloc_v2</span>  <span class="mi">1</span>            <span class="mi">10</span>          <span class="n">_start</span>        
</pre></div>
</div>
</div>
<div class="section" id="sli-peer-to-peer-query">
<h2>SLI Peer-to-Peer query<a class="headerlink" href="#sli-peer-to-peer-query" title="Permalink to this headline">¶</a></h2>
<p id="sli">The example demonstrates how to query SLI Peer-to-Peer events with resource size greater than
value and within a time range sorted by resource size descending.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="c1">-- Show SLI Peer-to-Peer events with resource size greater than some value and</span>
<span class="c1">-- within a time range sorted by resource size descending</span>
<span class="k">SELECT</span> <span class="o">*</span>
<span class="k">FROM</span> <span class="n">SLI_P2P</span>
<span class="k">WHERE</span> <span class="n">resourceSize</span> <span class="o">&gt;</span> <span class="mi">98304</span> <span class="k">AND</span> <span class="k">start</span> <span class="o">&gt;</span> <span class="mi">1568063100</span> <span class="k">AND</span> <span class="k">end</span> <span class="o">&lt;</span> <span class="mi">1579468901</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">resourceSize</span> <span class="k">DESC</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">start</span>       <span class="n">end</span>         <span class="n">eventClass</span>  <span class="n">globalTid</span>          <span class="n">gpu</span>         <span class="n">frameId</span>     <span class="n">transferSkipped</span>  <span class="n">srcGpu</span>      <span class="n">dstGpu</span>      <span class="n">numSubResources</span>  <span class="n">resourceSize</span>  <span class="n">subResourceIdx</span>  <span class="n">smplWidth</span>   <span class="n">smplHeight</span>  <span class="n">smplDepth</span>   <span class="n">bytesPerElement</span>  <span class="n">dxgiFormat</span>  <span class="n">logSurfaceNames</span>  <span class="n">transferInfo</span>  <span class="n">isEarlyPushManagedByNvApi</span>  <span class="n">useAsyncP2pForResolve</span>  <span class="n">transferFuncName</span>  <span class="n">regimeName</span>  <span class="n">debugName</span>   <span class="n">bindType</span>  
<span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">-----------------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">------------</span>  <span class="o">--------------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">----------</span>  <span class="o">---------------</span>  <span class="o">------------</span>  <span class="o">-------------------------</span>  <span class="o">---------------------</span>  <span class="o">----------------</span>  <span class="o">----------</span>  <span class="o">----------</span>  <span class="o">----------</span>
<span class="mi">1570351100</span>  <span class="mi">1570351101</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">771</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">256</span>         <span class="mi">256</span>         <span class="mi">1</span>           <span class="mi">16</span>               <span class="mi">2</span>                            <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
<span class="mi">1570379300</span>  <span class="mi">1570379301</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">771</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">4</span>                <span class="mi">31</span>                           <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
<span class="mi">1572316400</span>  <span class="mi">1572316401</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">773</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">256</span>         <span class="mi">256</span>         <span class="mi">1</span>           <span class="mi">16</span>               <span class="mi">2</span>                            <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
<span class="mi">1572345400</span>  <span class="mi">1572345401</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">773</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">4</span>                <span class="mi">31</span>                           <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
<span class="mi">1574734300</span>  <span class="mi">1574734301</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">775</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">256</span>         <span class="mi">256</span>         <span class="mi">1</span>           <span class="mi">16</span>               <span class="mi">2</span>                            <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
<span class="mi">1574767200</span>  <span class="mi">1574767201</span>  <span class="mi">62</span>          <span class="mi">72057698056667136</span>  <span class="mi">0</span>           <span class="mi">775</span>         <span class="mi">0</span>                <span class="mi">256</span>         <span class="mi">512</span>         <span class="mi">1</span>                <span class="mi">1048576</span>       <span class="mi">0</span>               <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">64</span>          <span class="mi">4</span>                <span class="mi">31</span>                           <span class="mi">3</span>             <span class="mi">0</span>                          <span class="mi">0</span>                                                                          
</pre></div>
</div>
</div>
<div class="section" id="generic-events">
<h2>Generic events<a class="headerlink" href="#generic-events" title="Permalink to this headline">¶</a></h2>
<p id="generic-syscall-histogram">Syscall usage histogram by PID:</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="n">json_extract</span><span class="p">(</span><span class="k">data</span><span class="p">,</span> <span class="s1">&#39;$.common_pid&#39;</span><span class="p">)</span> <span class="k">AS</span> <span class="n">PID</span><span class="p">,</span> <span class="k">count</span><span class="p">(</span><span class="o">*</span><span class="p">)</span> <span class="k">AS</span> <span class="n">total</span>
<span class="k">FROM</span> <span class="n">GENERIC_EVENTS</span> <span class="k">WHERE</span> <span class="n">PID</span> <span class="k">IS</span> <span class="k">NOT</span> <span class="k">NULL</span> <span class="k">AND</span> <span class="n">typeId</span> <span class="o">=</span> <span class="p">(</span>
  <span class="k">SELECT</span> <span class="n">typeId</span> <span class="k">FROM</span> <span class="n">GENERIC_EVENT_TYPES</span>
  <span class="k">WHERE</span> <span class="n">json_extract</span><span class="p">(</span><span class="k">data</span><span class="p">,</span> <span class="s1">&#39;$.Name&#39;</span><span class="p">)</span> <span class="o">=</span> <span class="ss">&quot;raw_syscalls:sys_enter&quot;</span><span class="p">)</span>
<span class="k">GROUP</span> <span class="k">BY</span> <span class="n">PID</span>
<span class="k">ORDER</span> <span class="k">BY</span> <span class="n">total</span> <span class="k">DESC</span>
<span class="k">LIMIT</span> <span class="mi">10</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">PID</span>         <span class="n">total</span>     
<span class="o">----------</span>  <span class="o">----------</span>
<span class="mi">5551</span>        <span class="mi">32811</span>     
<span class="mi">9680</span>        <span class="mi">3988</span>      
<span class="mi">4328</span>        <span class="mi">1477</span>      
<span class="mi">9564</span>        <span class="mi">1246</span>      
<span class="mi">4376</span>        <span class="mi">1204</span>      
<span class="mi">4377</span>        <span class="mi">1167</span>      
<span class="mi">4357</span>        <span class="mi">656</span>       
<span class="mi">4355</span>        <span class="mi">655</span>       
<span class="mi">4356</span>        <span class="mi">640</span>       
<span class="mi">4354</span>        <span class="mi">633</span>       
</pre></div>
</div>
<div class="section" id="fetching-generic-events-in-json-format">
<h3>Fetching generic events in JSON format<a class="headerlink" href="#fetching-generic-events-in-json-format" title="Permalink to this headline">¶</a></h3>
<p>Text and JSON export modes don&#8217;t include generic events. Use the below queries
(without LIMIT clause) to extract JSON lines representation of generic events,
types and sources.</p>
<div class="highlight-sql"><div class="highlight"><pre><span></span><span class="k">SELECT</span> <span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;{}&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.sourceId&#39;</span><span class="p">,</span> <span class="n">sourceId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">FROM</span> <span class="n">GENERIC_EVENT_SOURCES</span> <span class="k">LIMIT</span> <span class="mi">2</span><span class="p">;</span>

<span class="k">SELECT</span> <span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;{}&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.typeId&#39;</span><span class="p">,</span> <span class="n">typeId</span><span class="p">,</span>
    <span class="s1">&#39;$.sourceId&#39;</span><span class="p">,</span> <span class="n">sourceId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">FROM</span> <span class="n">GENERIC_EVENT_TYPES</span> <span class="k">LIMIT</span> <span class="mi">2</span><span class="p">;</span>

<span class="k">SELECT</span> <span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;{}&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.rawTimestamp&#39;</span><span class="p">,</span> <span class="n">rawTimestamp</span><span class="p">,</span>
    <span class="s1">&#39;$.timestamp&#39;</span><span class="p">,</span> <span class="k">timestamp</span><span class="p">,</span>
    <span class="s1">&#39;$.typeId&#39;</span><span class="p">,</span> <span class="n">typeId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="k">data</span><span class="p">)</span>
<span class="p">)</span>
<span class="k">FROM</span> <span class="n">GENERIC_EVENTS</span> <span class="k">LIMIT</span> <span class="mi">2</span><span class="p">;</span>
</pre></div>
</div>
<p>Results:</p>
<div class="highlight-default"><div class="highlight"><pre><span></span><span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.sourceId&#39;</span><span class="p">,</span> <span class="n">sourceId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="p">)</span>                                       
<span class="o">---------------------------------------------------------------------------------------------------------------</span>
<span class="p">{</span><span class="s2">&quot;sourceId&quot;</span><span class="p">:</span><span class="mi">72057602627862528</span><span class="p">,</span><span class="s2">&quot;data&quot;</span><span class="p">:{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;FTrace&quot;</span><span class="p">,</span><span class="s2">&quot;TimeSource&quot;</span><span class="p">:</span><span class="s2">&quot;ClockMonotonicRaw&quot;</span><span class="p">,</span><span class="s2">&quot;SourceGroup&quot;</span><span class="p">:</span><span class="s2">&quot;FTrace&quot;</span><span class="p">}}</span>
<span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.typeId&#39;</span><span class="p">,</span> <span class="n">typeId</span><span class="p">,</span>
    <span class="s1">&#39;$.sourceId&#39;</span><span class="p">,</span> <span class="n">sourceId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="p">)</span>                                                                                                                                                                                                                                             
<span class="o">--------------------------------------------------------------------------------------------------------------------</span>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             
<span class="p">{</span><span class="s2">&quot;typeId&quot;</span><span class="p">:</span><span class="mi">72057602627862547</span><span class="p">,</span><span class="s2">&quot;sourceId&quot;</span><span class="p">:</span><span class="mi">72057602627862528</span><span class="p">,</span><span class="s2">&quot;data&quot;</span><span class="p">:{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;raw_syscalls:sys_enter&quot;</span><span class="p">,</span><span class="s2">&quot;Format&quot;</span><span class="p">:</span><span class="s2">&quot;</span><span class="se">\&quot;</span><span class="s2">NR </span><span class="si">%ld</span><span class="s2"> (</span><span class="si">%lx</span><span class="s2">, </span><span class="si">%lx</span><span class="s2">, </span><span class="si">%lx</span><span class="s2">, </span><span class="si">%lx</span><span class="s2">, </span><span class="si">%lx</span><span class="s2">, </span><span class="si">%lx</span><span class="s2">)</span><span class="se">\&quot;</span><span class="s2">, REC-&gt;id, REC-&gt;args[0], REC-&gt;args[1], REC-&gt;args[2], REC-&gt;args[3], REC-&gt;args[4], REC-&gt;args[5]&quot;</span><span class="p">,</span><span class="s2">&quot;Fields&quot;</span><span class="p">:[{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;common_pid&quot;</span><span class="p">,</span><span class="s2">&quot;Prefix&quot;</span><span class="p">:</span><span class="s2">&quot;int&quot;</span><span class="p">,</span><span class="s2">&quot;Suffix&quot;</span><span class="p">:</span><span class="s2">&quot;&quot;</span><span class="p">},{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;common_preempt_count&quot;</span><span class="p">,</span>
<span class="p">{</span><span class="s2">&quot;typeId&quot;</span><span class="p">:</span><span class="mi">72057602627862670</span><span class="p">,</span><span class="s2">&quot;sourceId&quot;</span><span class="p">:</span><span class="mi">72057602627862528</span><span class="p">,</span><span class="s2">&quot;data&quot;</span><span class="p">:{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;irq:irq_handler_entry&quot;</span><span class="p">,</span><span class="s2">&quot;Format&quot;</span><span class="p">:</span><span class="s2">&quot;</span><span class="se">\&quot;</span><span class="s2">irq=</span><span class="si">%d</span><span class="s2"> name=</span><span class="si">%s</span><span class="se">\&quot;</span><span class="s2">, REC-&gt;irq, __get_str(name)&quot;</span><span class="p">,</span><span class="s2">&quot;Fields&quot;</span><span class="p">:[{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;common_pid&quot;</span><span class="p">,</span><span class="s2">&quot;Prefix&quot;</span><span class="p">:</span><span class="s2">&quot;int&quot;</span><span class="p">,</span><span class="s2">&quot;Suffix&quot;</span><span class="p">:</span><span class="s2">&quot;&quot;</span><span class="p">},{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;common_preempt_count&quot;</span><span class="p">,</span><span class="s2">&quot;Prefix&quot;</span><span class="p">:</span><span class="s2">&quot;unsigned char&quot;</span><span class="p">,</span><span class="s2">&quot;Suffix&quot;</span><span class="p">:</span><span class="s2">&quot;&quot;</span><span class="p">},{</span><span class="s2">&quot;Name&quot;</span><span class="p">:</span><span class="s2">&quot;name&quot;</span><span class="p">,</span><span class="s2">&quot;Prefix&quot;</span><span class="p">:</span><span class="s2">&quot;__data_loc char[]&quot;</span><span class="p">,</span><span class="s2">&quot;Suffix&quot;</span>
<span class="n">json_insert</span><span class="p">(</span><span class="s1">&#39;</span><span class="si">{}</span><span class="s1">&#39;</span><span class="p">,</span>
    <span class="s1">&#39;$.rawTimestamp&#39;</span><span class="p">,</span> <span class="n">rawTimestamp</span><span class="p">,</span>
    <span class="s1">&#39;$.timestamp&#39;</span><span class="p">,</span> <span class="n">timestamp</span><span class="p">,</span>
    <span class="s1">&#39;$.typeId&#39;</span><span class="p">,</span> <span class="n">typeId</span><span class="p">,</span>
    <span class="s1">&#39;$.data&#39;</span><span class="p">,</span> <span class="n">json</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="p">)</span>                                                                 
<span class="o">--------------------------------------------------------------------------------------------------------------------</span>                                                                                   
<span class="p">{</span><span class="s2">&quot;rawTimestamp&quot;</span><span class="p">:</span><span class="mi">1183694330725221</span><span class="p">,</span><span class="s2">&quot;timestamp&quot;</span><span class="p">:</span><span class="mi">6236683</span><span class="p">,</span><span class="s2">&quot;typeId&quot;</span><span class="p">:</span><span class="mi">72057602627862670</span><span class="p">,</span><span class="s2">&quot;data&quot;</span><span class="p">:{</span><span class="s2">&quot;common_pid&quot;</span><span class="p">:</span><span class="s2">&quot;0&quot;</span><span class="p">,</span><span class="s2">&quot;common_preempt_count&quot;</span><span class="p">:</span><span class="s2">&quot;0&quot;</span><span class="p">,</span><span class="s2">&quot;name&quot;</span><span class="p">:</span><span class="s2">&quot;327696&quot;</span><span class="p">,</span><span class="s2">&quot;irq&quot;</span><span class="p">:</span><span class="s2">&quot;66&quot;</span><span class="p">,</span><span class="s2">&quot;common_type&quot;</span><span class="p">:</span><span class="s2">&quot;142&quot;</span><span class="p">,</span><span class="s2">&quot;common_flags&quot;</span><span class="p">:</span><span class="s2">&quot;9&quot;</span><span class="p">}}</span>
<span class="p">{</span><span class="s2">&quot;rawTimestamp&quot;</span><span class="p">:</span><span class="mi">1183694333695687</span><span class="p">,</span><span class="s2">&quot;timestamp&quot;</span><span class="p">:</span><span class="mi">9207149</span><span class="p">,</span><span class="s2">&quot;typeId&quot;</span><span class="p">:</span><span class="mi">72057602627862670</span><span class="p">,</span><span class="s2">&quot;data&quot;</span><span class="p">:{</span><span class="s2">&quot;common_pid&quot;</span><span class="p">:</span><span class="s2">&quot;0&quot;</span><span class="p">,</span><span class="s2">&quot;common_preempt_count&quot;</span><span class="p">:</span><span class="s2">&quot;0&quot;</span><span class="p">,</span><span class="s2">&quot;name&quot;</span><span class="p">:</span><span class="s2">&quot;327696&quot;</span><span class="p">,</span><span class="s2">&quot;irq&quot;</span><span class="p">:</span><span class="s2">&quot;66&quot;</span><span class="p">,</span><span class="s2">&quot;common_type&quot;</span><span class="p">:</span><span class="s2">&quot;142&quot;</span><span class="p">,</span><span class="s2">&quot;common_flags&quot;</span><span class="p">:</span><span class="s2">&quot;9&quot;</span><span class="p">}}</span>
</pre></div>
</div>
</div>
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  <h3><a href="index.html">Table Of Contents</a></h3>
  <ul>
<li><a class="reference internal" href="#">Common SQLite examples</a><ul>
<li><a class="reference internal" href="#general-notes">General notes</a></li>
<li><a class="reference internal" href="#common-helper-commands">Common helper commands</a></li>
<li><a class="reference internal" href="#obtaining-sample-report">Obtaining sample report</a></li>
<li><a class="reference internal" href="#serialized-process-and-thread-identifiers">Serialized process and thread identifiers</a></li>
<li><a class="reference internal" href="#correlate-cuda-kernel-launches-with-cuda-api-kernel-launches">Correlate CUDA kernel launches with CUDA API kernel launches</a></li>
<li><a class="reference internal" href="#remove-ranges-overlapping-with-overhead">Remove ranges overlapping with overhead</a></li>
<li><a class="reference internal" href="#find-cuda-api-calls-that-resulted-in-original-graph-node-creation">Find CUDA API calls that resulted in original graph node creation</a></li>
<li><a class="reference internal" href="#backtraces-for-osrt-ranges">Backtraces for OSRT ranges</a></li>
<li><a class="reference internal" href="#profiled-processes-output-streams">Profiled processes output streams</a></li>
<li><a class="reference internal" href="#thread-summary">Thread summary</a></li>
<li><a class="reference internal" href="#function-table">Function table</a></li>
<li><a class="reference internal" href="#dx12-api-frame-duration-histogram">DX12 API frame duration histogram</a></li>
<li><a class="reference internal" href="#gpu-context-switch-events-enumeration">GPU context switch events enumeration</a></li>
<li><a class="reference internal" href="#rename-cuda-kernels-with-nvtx">Rename CUDA kernels with NVTX</a></li>
<li><a class="reference internal" href="#select-cuda-calls-with-backtraces">Select CUDA calls with backtraces</a></li>
<li><a class="reference internal" href="#sli-peer-to-peer-query">SLI Peer-to-Peer query</a></li>
<li><a class="reference internal" href="#generic-events">Generic events</a><ul>
<li><a class="reference internal" href="#fetching-generic-events-in-json-format">Fetching generic events in JSON format</a></li>
</ul>
</li>
</ul>
</li>
</ul>

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