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<div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="kn">as</span> <span class="nn">pd</span>
<span class="n">n_times</span> <span class="o">=</span> <span class="mi">3</span>
<span class="n">n_parts</span> <span class="o">=</span> <span class="mi">4</span>
<span class="k">def</span> <span class="nf">meth1</span><span class="p">(</span><span class="n">n_times</span><span class="p">,</span> <span class="n">n_parts</span><span class="p">):</span>
<span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">MultiIndex</span><span class="o">.</span><span class="n">from_tuples</span><span class="p">([(</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">)</span> <span class="k">for</span> <span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">j</span><span class="p">)</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndindex</span><span class="p">((</span><span class="n">n_times</span><span class="p">,</span> <span class="n">n_parts</span><span class="p">))],</span>
<span class="n">names</span><span class="o">=</span><span class="p">[</span><span class="s1">'t_stamp'</span><span class="p">,</span> <span class="s1">'label'</span><span class="p">])</span>
<span class="k">def</span> <span class="nf">meth2</span><span class="p">(</span><span class="n">n_times</span><span class="p">,</span> <span class="n">n_parts</span><span class="p">):</span>
<span class="n">time_stamps</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mgrid</span><span class="p">[:</span><span class="n">n_times</span><span class="p">,</span> <span class="p">:</span><span class="n">n_parts</span><span class="p">]</span>
<span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">MultiIndex</span><span class="o">.</span><span class="n">from_arrays</span><span class="p">([</span><span class="n">time_stamps</span><span class="o">.</span><span class="n">flatten</span><span class="p">(),</span>
<span class="n">labels</span><span class="o">.</span><span class="n">flatten</span><span class="p">()],</span>
<span class="n">names</span><span class="o">=</span><span class="p">(</span><span class="s1">'t_stamp'</span><span class="p">,</span> <span class="s1">'label'</span><span class="p">))</span>
<span class="k">def</span> <span class="nf">meth3</span><span class="p">(</span><span class="n">n_times</span><span class="p">,</span> <span class="n">n_parts</span><span class="p">):</span>
<span class="n">time_stamps</span><span class="p">,</span> <span class="n">labels</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mgrid</span><span class="p">[:</span><span class="n">n_times</span><span class="p">,</span> <span class="p">:</span><span class="n">n_parts</span><span class="p">]</span>
<span class="k">return</span> <span class="n">pd</span><span class="o">.</span><span class="n">MultiIndex</span><span class="o">.</span><span class="n">from_arrays</span><span class="p">([</span><span class="n">time_stamps</span><span class="o">.</span><span class="n">ravel</span><span class="p">(),</span>
<span class="n">labels</span><span class="o">.</span><span class="n">ravel</span><span class="p">()],</span>
<span class="n">names</span><span class="o">=</span><span class="p">(</span><span class="s1">'t_stamp'</span><span class="p">,</span> <span class="s1">'label'</span><span class="p">))</span>
<span class="o">%</span><span class="n">timeit</span> <span class="n">meth1</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
<span class="o">></span> <span class="mi">100</span> <span class="n">loops</span><span class="p">,</span> <span class="n">best</span> <span class="n">of</span> <span class="mi">3</span><span class="p">:</span> <span class="mf">10.5</span> <span class="n">ms</span> <span class="n">per</span> <span class="n">loop</span>
<span class="o">%</span><span class="n">timeit</span> <span class="n">meth2</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
<span class="o">></span> <span class="mi">1000</span> <span class="n">loops</span><span class="p">,</span> <span class="n">best</span> <span class="n">of</span> <span class="mi">3</span><span class="p">:</span> <span class="mi">779</span> <span class="err">µ</span><span class="n">s</span> <span class="n">per</span> <span class="n">loop</span>
<span class="o">%</span><span class="n">timeit</span> <span class="n">meth3</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
<span class="o">></span> <span class="mi">1000</span> <span class="n">loops</span><span class="p">,</span> <span class="n">best</span> <span class="n">of</span> <span class="mi">3</span><span class="p">:</span> <span class="mi">763</span> <span class="err">µ</span><span class="n">s</span> <span class="n">per</span> <span class="n">loop</span>
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