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GST.doExLGST.html
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<a href="index.html">Gate Set Tomography</a>
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<h1>GST.doExLGST<a class="headerlink" href="#gst-doexlgst" title="Permalink to this headline">¶</a></h1>
<dl class="function">
<dt id="GST.doExLGST">
<code class="descclassname">GST.</code><code class="descname">doExLGST</code><span class="sig-paren">(</span><em>dataset</em>, <em>startGateset</em>, <em>gateStringsToUseInEstimation</em>, <em>specs</em>, <em>targetGateset=None</em>, <em>spamDict=None</em>, <em>guessGatesetForGauge=None</em>, <em>svdTruncateTo=0</em>, <em>maxiter=100000</em>, <em>maxfev=None</em>, <em>tol=1e-06</em>, <em>opt_gates=True</em>, <em>opt_G0=True</em>, <em>regularizeFactor=0</em>, <em>verbosity=0</em>, <em>check_jacobian=False</em><span class="sig-paren">)</span><a class="headerlink" href="#GST.doExLGST" title="Permalink to this definition">¶</a></dt>
<dd><p>Performs Extended Linear-inversion Gate Set Tomography on the dataset.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first simple">
<li><strong>dataset</strong> (<a class="reference internal" href="GST.DataSet.html#GST.DataSet" title="GST.DataSet"><em>DataSet</em></a>) – The data used to generate Extended-LGST estimates</li>
<li><strong>startGateset</strong> (<a class="reference internal" href="GST.GateSet.html#GST.GateSet" title="GST.GateSet"><em>GateSet</em></a>) – The GateSet used as a starting point for the least-squares
optimization.</li>
<li><strong>gateStringsToUseInEstimation</strong> (<em>list of (tuples or GateStrings)</em>) – Each element of this list specifies a gate string that is
estimated using LGST and used in the overall least-squares
fit that determines the final “extended LGST” gateset.
e.g. [ (), (‘Gx’,), (‘Gx’,’Gy’) ]</li>
<li><strong>specs</strong> (<em>2-tuple</em>) – A (rhoSpecs,ESpecs) tuple usually generated by calling getRhoAndESpecs(...)</li>
<li><strong>targetGateset</strong> (<em>GateSet, optional</em>) – A gateset used to provide a guess for gauge in which LGST estimates should be returned,
and the SPAM labels used to connect the dataset values to rhoVec and EVec indices.</li>
<li><strong>spamDict</strong> (<em>dictionary, optional</em>) – Dictionary mapping (rhoVec_index,EVec_index) integer tuples to string spam labels.
Defaults to the spam dictionary of targetGateset
e.g. spamDict[(0,0)] == “plus”</li>
<li><strong>guessGatesetForGauge</strong> (<em>GateSet, optional</em>) – A gateset used to compute a gauge transformation that is applied to
the LGST estimates before they are returned.
Defaults to targetGateset.</li>
<li><strong>svdTruncateTo</strong> (<em>int, optional</em>) – The Hilbert space dimension to truncate the gate matrices to using
a SVD to keep only the largest svdToTruncateTo singular values of
the I_tildle LGST matrix.
Defaults to 0 (no truncation)</li>
<li><strong>maxiter</strong> (<em>int, optional</em>) – Maximum number of iterations for the least squares optimization</li>
<li><strong>maxfev</strong> (<em>int, optional</em>) – Maximum number of function evaluations for the least squares optimization
Defaults to maxiter</li>
<li><strong>tol</strong> (<em>float, optional</em>) – The tolerance for the least squares optimization.</li>
<li><strong>opt_gates</strong> (<em>bool, optional</em>) – Whether the gate matrices should be optimized
Defaults to True</li>
<li><strong>opt_G0</strong> (<em>bool, optional</em>) – Whether the first row of gate matrices should be optimized. If False, then
when the startGateset has TP gates this will now be changed during the
optimization and the resulting gates are guaranteed to be TP.</li>
<li><strong>regularizeFactor</strong> (<em>float, optional</em>) – Multiplicative prefactor of L2-like regularization term that penalizes gateset entries
which have absolute value greater than 1. When set to 0, no regularization is applied.</li>
<li><strong>verbosity</strong> (<em>int, optional</em>) – How much detail to send to stdout.</li>
<li><strong>check_jacobian</strong> (<em>bool, optional</em>) – If True, compare the analytic jacobian with a forward finite difference jacobean
and print warning messages if there is disagreement. Defaults to False.</li>
</ul>
</td>
</tr>
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"><p class="first last"><ul class="simple">
<li><em>numpy array</em> –
The minimum error vector v = f(x_min), where f(x)**2 is the function being minimized.</li>
<li><em>Gateset</em> –
The gateset containing all of the estimated labels.</li>
</ul>
</p>
</td>
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</table>
</dd></dl>
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