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@ -278,6 +278,35 @@
<span class="k">return</span> <span class="n">derived_array</span><span class="p">(</span><span class="n">multi_dot</span><span class="p">,</span> <span class="n">operands</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">_exp_to_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">])</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_exp_to_jack_c</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span> <span class="o">+</span> <span class="mi">1</span><span class="n">j</span> <span class="o">*</span> <span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack_c</span><span class="p">(</span><span class="n">matrix</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">CObs</span><span class="p">(</span><span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]),</span>
<span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]))</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">jack_matmul</span><span class="p">(</span><span class="o">*</span><span class="n">operands</span><span class="p">):</span>
<span class="sd">&quot;&quot;&quot;Matrix multiply both operands making use of the jackknife approximation.</span>
@ -294,49 +323,24 @@
<span class="n">name</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">names</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">idl</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
<span class="k">def</span> <span class="nf">_exp_to_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span> <span class="o">+</span> <span class="mi">1</span><span class="n">j</span> <span class="o">*</span> <span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">CObs</span><span class="p">(</span><span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]),</span>
<span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]))</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack_c</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">operands</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">op</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">CObs</span><span class="p">):</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack_c</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">op</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="k">return</span> <span class="n">_imp_from_jack_c</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">name</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">idl</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
<span class="k">def</span> <span class="nf">_exp_to_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">])</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">operands</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">op</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Obs</span><span class="p">):</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">op</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
<span class="k">def</span> <span class="nf">inv</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
@ -974,49 +978,24 @@ Obs valued.</li>
<span class="n">name</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">names</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">idl</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
<span class="k">def</span> <span class="nf">_exp_to_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span> <span class="o">+</span> <span class="mi">1</span><span class="n">j</span> <span class="o">*</span> <span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">CObs</span><span class="p">(</span><span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">real</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]),</span>
<span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="o">.</span><span class="n">imag</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">]))</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack_c</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">operands</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">op</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">CObs</span><span class="p">):</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack_c</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">op</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="k">return</span> <span class="n">_imp_from_jack_c</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">name</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">names</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">idl</span> <span class="o">=</span> <span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">idl</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
<span class="k">def</span> <span class="nf">_exp_to_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">entry</span><span class="o">.</span><span class="n">export_jackknife</span><span class="p">()</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="k">def</span> <span class="nf">_imp_from_jack</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">empty_like</span><span class="p">(</span><span class="n">matrix</span><span class="p">)</span>
<span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">entry</span> <span class="ow">in</span> <span class="n">np</span><span class="o">.</span><span class="n">ndenumerate</span><span class="p">(</span><span class="n">matrix</span><span class="p">):</span>
<span class="n">base_matrix</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">import_jackknife</span><span class="p">(</span><span class="n">entry</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="p">[</span><span class="n">idl</span><span class="p">])</span>
<span class="k">return</span> <span class="n">base_matrix</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">operands</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">for</span> <span class="n">op</span> <span class="ow">in</span> <span class="n">operands</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
<span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">op</span><span class="o">.</span><span class="n">flat</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">Obs</span><span class="p">):</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">_exp_to_jack</span><span class="p">(</span><span class="n">op</span><span class="p">)</span>
<span class="k">else</span><span class="p">:</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">r</span> <span class="o">@</span> <span class="n">op</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
<span class="k">return</span> <span class="n">_imp_from_jack</span><span class="p">(</span><span class="n">r</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">idl</span><span class="p">)</span>
</pre></div>
</details>