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README.html
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<!doctype html>
<html>
<head>
<meta charset='UTF-8'><meta name='viewport' content='width=device-width initial-scale=1'>
<title>README</title><link href='https://fonts.loli.net/css?family=Open+Sans:400italic,700italic,700,400&subset=latin,latin-ext' rel='stylesheet' type='text/css' /><style type='text/css'>html {overflow-x: initial !important;}:root { --bg-color:#ffffff; --text-color:#333333; --select-text-bg-color:#B5D6FC; --select-text-font-color:auto; --monospace:"Lucida Console",Consolas,"Courier",monospace; }
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<div id='write' class = 'is-node'><h1><a name="quantum-device-tuning-via-hypersurface-sampling" class="md-header-anchor"></a><span>Quantum device tuning via hypersurface sampling</span></h1><p><strong><span>NOTE: DUE TO MULTIPROCESSING PACKAGE THE CURRENT IMPLEMENTATION ONLY WORKS ON UNIX/LINUX OPERATING SYSTEMS </span><a href='Resources/Running_on_windows.html'><span>TO RUN ON WINDOWS FOLLOW THIS GUIDE</span></a></strong></p><p><span>The quantum devices used to implement spin qubits in semiconductors can be challenging to tune and characterise. Often the best approaches to tuning such devices is manual tuning or a simple heuristic algorithm which is not flexible across devices. This repository contains the statistical tuning approach detailed in </span><a href='https://arxiv.org/abs/2001.02589' target='_blank' class='url'>https://arxiv.org/abs/2001.02589</a><span> with some additional functionality, a quick animated explanation of the approach detailed in the paper is available </span><a href='Resources/Algorithm_overview/README.html'><span>here</span></a><span>. This approach is promising as it make few assumptions about the device being tuned and hence can be applied to many systems without alteration. </span><strong><span>For instructions on how to run a simple fake environment to see how the algorithm works see </span><a href='Playground/README.html'><span>this README.html</span></a></strong></p><h2><a name="dependencies" class="md-header-anchor"></a><span>Dependencies</span></h2><p><span>The required packages required to run the algorithm are:</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang=""><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang=""><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation" style=""><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">scikit-image</span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">scipy</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">numpy</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">matplotlib</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">GPy</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">mkl</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;">pyDOE</span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 157px;"></div><div class="CodeMirror-gutters" style="display: none; height: 157px;"></div></div></div></pre><h1><a name="using-the-algorithm" class="md-header-anchor"></a><span>Using the algorithm</span></h1><p><span>Using the algorithm varies depending on what measurement software you use in your lab or what you want to achieve. Specifically if your lab utilises pygor then you should call a different function to initiate the tuning. If you are unable to access a lab then you can still create a virtual environment to test the algorithm in using the Playground module. Below is documentation detailing how to run the algorithm for each of these situations.</span></p><h2><a name="without-pygor" class="md-header-anchor"></a><span>Without pygor</span></h2><p><span>To use the algorithm without pygor you must create the following:</span></p><ul><li><span>jump</span></li><li><span>measure</span></li><li><span>check</span></li><li><span>config_file</span></li></ul><p><span>Below is an </span><strong><span>EXAMPLE</span></strong><span> of how jump, check, and measure </span><strong><span>COULD</span></strong><span> be defined for a 5 gate device with 2 investigation (in this case plunger) gates.</span></p><p><ins><span>jump:</span></ins>
<span>Jump should be a function that takes an array of values and sets them to the device. It should also accept a flag that details whether the investigation gates (typically plunger gates) should be used. </span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation" style=""><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">def</span> <span class="cm-def">jump</span>(<span class="cm-variable">params</span>,<span class="cm-variable">inv</span>=<span class="cm-keyword">False</span>):</span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">if</span> <span class="cm-variable">inv</span>:</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">labels</span> = [<span class="cm-string">"dac4"</span>,<span class="cm-string">"dac6"</span>] <span class="cm-comment">#plunger gates</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">else</span>:</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">labels</span> = [<span class="cm-string">"dac3"</span>,<span class="cm-string">"dac4"</span>,<span class="cm-string">"dac5"</span>,<span class="cm-string">"dac6"</span>,<span class="cm-string">"dac7"</span>] <span class="cm-comment">#all gates</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> </span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">assert</span> <span class="cm-builtin">len</span>(<span class="cm-variable">params</span>) == <span class="cm-builtin">len</span>(<span class="cm-variable">labels</span>) <span class="cm-comment">#params needs to be the same length as labels</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword">for</span> <span class="cm-variable">i</span> <span class="cm-keyword">in</span> <span class="cm-builtin">range</span>(<span class="cm-builtin">len</span>(<span class="cm-variable">params</span>)):</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">set_value_to_dac</span>(<span class="cm-variable">labels</span>[<span class="cm-variable">i</span>],<span class="cm-variable">params</span>[<span class="cm-variable">i</span>]) <span class="cm-comment">#function that takes dac key and value and sets dac to that value</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">return</span> <span class="cm-variable">params</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 246px;"></div><div class="CodeMirror-gutters" style="display: none; height: 246px;"></div></div></div></pre><p><ins><span>measure:</span></ins>
<span>measure should be a function that returns the measured current on the device.</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation"><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">def</span> <span class="cm-def">measure</span>():</span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable cm-error">current</span> = <span class="cm-variable">get_value_from_daq</span>() <span class="cm-comment">#receive a single current measurement from the daq</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword">return</span> <span class="cm-variable">current</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 67px;"></div><div class="CodeMirror-gutters" style="display: none; height: 67px;"></div></div></div></pre><p><ins><span>check:</span></ins>
<span>check should be a function that returns the state of all relevant dac channels.</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation" style=""><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">def</span> <span class="cm-def">check</span>(<span class="cm-variable">inv</span>=<span class="cm-keyword">True</span>):</span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">if</span> <span class="cm-variable">inv</span>:</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">labels</span> = [<span class="cm-string">"dac4"</span>,<span class="cm-string">"dac6"</span>] <span class="cm-comment">#plunger gates</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">else</span>:</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">labels</span> = [<span class="cm-string">"dac3"</span>,<span class="cm-string">"dac4"</span>,<span class="cm-string">"dac5"</span>,<span class="cm-string">"dac6"</span>,<span class="cm-string">"dac7"</span>] <span class="cm-comment">#all gates</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable cm-error">dac_state</span> = [<span class="cm-keyword">None</span>]<span class="cm-operator">*</span><span class="cm-builtin">len</span>(<span class="cm-variable">labels</span>)</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword">for</span> <span class="cm-variable">i</span> <span class="cm-keyword">in</span> <span class="cm-builtin">range</span>(<span class="cm-builtin">len</span>(<span class="cm-variable">labels</span>)):</span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-variable">dac_state</span>[<span class="cm-variable">i</span>] = <span class="cm-variable">get_current_dac_state</span>(<span class="cm-variable">labels</span>[<span class="cm-variable">i</span>]) <span class="cm-comment">#function that takes dac key and returns state that channel is in</span></span></pre><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"> <span class="cm-keyword cm-error">return</span> <span class="cm-variable">dac_state</span></span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 224px;"></div><div class="CodeMirror-gutters" style="display: none; height: 224px;"></div></div></div></pre><p><ins><span>config_file:</span></ins>
<span>config_file should be a string that specifies the file path of a .json file containing a json object that specifies the desired settings the user wants to use for tuning. An example string would be "config.json". For information on what the config file should contain see the json config section.</span></p><h3><a name="how-to-run" class="md-header-anchor"></a><span>How to run</span></h3><p><span>To run tuning without pygor once the above has been defined call the following:</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation"><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">AutoDot</span>.<span class="cm-property">tune</span> <span class="cm-keyword">import</span> <span class="cm-variable">tune_from_file</span></span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">tune_from_file</span>(<span class="cm-variable">jump</span>,<span class="cm-variable">measure</span>,<span class="cm-variable">check</span>,<span class="cm-variable">config_file</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 45px;"></div></div></div></pre><h2><a name="with-pygor" class="md-header-anchor"></a><span>With pygor</span></h2><p><span>To use the algorithm without pygor you must create the following:</span></p><p><ins><span>config_file:</span></ins>
<span>config_file should be a string that specifies the file path of a .json file containing a json object that specifies the desired settings the user wants to use for tuning. An example string would be "config.json". For information on what the config file should contain see the json config section. Additional fields are required to specify pygor location and setup.</span></p><h3><a name="how-to-run-n34" class="md-header-anchor"></a><span>How to run</span></h3><p><span>To run tuning with pygor once the above has been defined call the following:</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm modeLoaded" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"><pre><span>xxxxxxxxxx</span></pre></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation"><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">AutoDot</span>.<span class="cm-property">tune</span> <span class="cm-keyword">import</span> <span class="cm-variable">tune_with_pygor_from_file</span></span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">tune_with_pygor_from_file</span>(<span class="cm-variable">config_file</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 45px;"></div></div></div></pre><h2><a name="with-playground-environment" class="md-header-anchor"></a><span>With playground (environment)</span></h2><p><span>To use the algorithm using the playground you must create the following:</span></p><p><ins><span>config_file:</span></ins>
<span>config_file should be a string that specifies the file path of a .json file containing a json object that specifies the desired settings the user wants to use for tuning. An example string would be "config.json". </span></p><p><span>The config you must supply the field "playground" then in this field you must specify the basic shapes you want to build your environment out of. Provided is a </span><a href='mock_device_demo_config.json'><span>demo config file</span></a><span> and a </span><a href='Playground/README.html'><span>README</span></a><span> detailing how it works and what a typical run looks like.</span></p><h3><a name="how-to-run-n41" class="md-header-anchor"></a><span>How to run</span></h3><p><span>To run tuning with pygor once the above has been defined call the following:</span></p><pre spellcheck="false" class="md-fences md-end-block ty-contain-cm" lang="python"><div class="CodeMirror cm-s-inner CodeMirror-wrap" lang="python"><div style="overflow: hidden; position: relative; width: 3px; height: 0px; top: 0px; left: 8px;"><textarea autocorrect="off" autocapitalize="off" spellcheck="false" tabindex="0" style="position: absolute; bottom: -1em; padding: 0px; width: 1000px; height: 1em; outline: none;"></textarea></div><div class="CodeMirror-scrollbar-filler" cm-not-content="true"></div><div class="CodeMirror-gutter-filler" cm-not-content="true"></div><div class="CodeMirror-scroll" tabindex="-1"><div class="CodeMirror-sizer" style="margin-left: 0px; margin-bottom: 0px; border-right-width: 0px; padding-right: 0px; padding-bottom: 0px;"><div style="position: relative; top: 0px;"><div class="CodeMirror-lines" role="presentation"><div role="presentation" style="position: relative; outline: none;"><div class="CodeMirror-measure"></div><div class="CodeMirror-measure"></div><div style="position: relative; z-index: 1;"></div><div class="CodeMirror-code" role="presentation"><div class="CodeMirror-activeline" style="position: relative;"><div class="CodeMirror-activeline-background CodeMirror-linebackground"></div><div class="CodeMirror-gutter-background CodeMirror-activeline-gutter" style="left: 0px; width: 0px;"></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-keyword">from</span> <span class="cm-variable">AutoDot</span>.<span class="cm-property">tune</span> <span class="cm-keyword">import</span> <span class="cm-variable">tune_with_playground_from_file</span></span></pre></div><pre class=" CodeMirror-line " role="presentation"><span role="presentation" style="padding-right: 0.1px;"><span class="cm-variable">tune_with_playground_from_file</span>(<span class="cm-variable">config_file</span>)</span></pre></div></div></div></div></div><div style="position: absolute; height: 0px; width: 1px; border-bottom: 0px solid transparent; top: 45px;"></div><div class="CodeMirror-gutters" style="display: none; height: 45px;"></div></div></div></pre></div>
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