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<h1>All modules for which code is available</h1>
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<ul><li><a href="plasma/models/builder.html">plasma.models.builder</a></li>
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<li><a href="plasma/models/loader.html">plasma.models.loader</a></li>
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<li><a href="plasma/models/targets.html">plasma.models.targets</a></li>
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<li><a href="plasma/primitives/shots.html">plasma.primitives.shots</a></li>
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<li><a href="plasma/utils/evaluation.html">plasma.utils.evaluation</a></li>
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<li><a href="plasma/utils/processing.html">plasma.utils.processing</a></li>
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<h1>Source code for plasma.models.targets</h1><div class="highlight"><pre>
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<span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
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<span class="kn">import</span> <span class="nn">abc</span>
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<span class="c1">#Requirement: larger value must mean disruption more likely.</span>
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<div class="viewcode-block" id="Target"><a class="viewcode-back" href="../../../plasma.models.targets.Target.html#plasma.models.targets.Target">[docs]</a><span class="k">class</span> <span class="nc">Target</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span>
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<span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;linear&#39;</span>
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<span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;mse&#39;</span>
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<span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
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<span class="k">def</span> <span class="nf">remapper</span><span class="p">(</span><span class="n">ttd</span><span class="p">,</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="o">-</span><span class="n">ttd</span>
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<span class="nd">@abc</span><span class="o">.</span><span class="n">abstractmethod</span>
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<span class="k">def</span> <span class="nf">threshold_range</span><span class="p">(</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">logspace</span><span class="p">(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">4</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span></div>
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<div class="viewcode-block" id="BinaryTarget"><a class="viewcode-back" href="../../../plasma.models.targets.BinaryTarget.html#plasma.models.targets.BinaryTarget">[docs]</a><span class="k">class</span> <span class="nc">BinaryTarget</span><span class="p">(</span><span class="n">Target</span><span class="p">):</span>
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<span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;sigmoid&#39;</span>
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<span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;binary_crossentropy&#39;</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">remapper</span><span class="p">(</span><span class="n">ttd</span><span class="p">,</span><span class="n">T_warning</span><span class="p">,</span><span class="n">as_array_of_shots</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
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<span class="n">binary_ttd</span> <span class="o">=</span> <span class="mi">0</span><span class="o">*</span><span class="n">ttd</span>
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<span class="n">mask</span> <span class="o">=</span> <span class="n">ttd</span> <span class="o">&lt;</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">)</span>
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<span class="n">binary_ttd</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="mf">1.0</span>
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<span class="n">binary_ttd</span><span class="p">[</span><span class="o">~</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="mf">0.0</span>
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<span class="k">return</span> <span class="n">binary_ttd</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">threshold_range</span><span class="p">(</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">logspace</span><span class="p">(</span><span class="o">-</span><span class="mi">6</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span></div>
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<div class="viewcode-block" id="TTDTarget"><a class="viewcode-back" href="../../../plasma.models.targets.TTDTarget.html#plasma.models.targets.TTDTarget">[docs]</a><span class="k">class</span> <span class="nc">TTDTarget</span><span class="p">(</span><span class="n">Target</span><span class="p">):</span>
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<span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;linear&#39;</span>
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<span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;mse&#39;</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">remapper</span><span class="p">(</span><span class="n">ttd</span><span class="p">,</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="n">mask</span> <span class="o">=</span> <span class="n">ttd</span> <span class="o">&lt;</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">)</span>
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<span class="n">ttd</span><span class="p">[</span><span class="o">~</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">)</span>
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<span class="k">return</span> <span class="o">-</span><span class="n">ttd</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">threshold_range</span><span class="p">(</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">),</span><span class="mi">6</span><span class="p">,</span><span class="mi">100</span><span class="p">)</span></div>
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<div class="viewcode-block" id="TTDLinearTarget"><a class="viewcode-back" href="../../../plasma.models.targets.TTDLinearTarget.html#plasma.models.targets.TTDLinearTarget">[docs]</a><span class="k">class</span> <span class="nc">TTDLinearTarget</span><span class="p">(</span><span class="n">Target</span><span class="p">):</span>
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<span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;linear&#39;</span>
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<span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;mse&#39;</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">remapper</span><span class="p">(</span><span class="n">ttd</span><span class="p">,</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="n">ttd</span> <span class="o">=</span> <span class="mi">10</span><span class="o">**</span><span class="p">(</span><span class="n">ttd</span><span class="p">)</span>
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<span class="n">mask</span> <span class="o">=</span> <span class="n">ttd</span> <span class="o">&lt;</span> <span class="n">T_warning</span>
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<span class="n">ttd</span><span class="p">[</span><span class="o">~</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span><span class="c1">#T_warning</span>
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<span class="n">ttd</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="n">T_warning</span> <span class="o">-</span> <span class="n">ttd</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span><span class="c1">#T_warning</span>
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<span class="k">return</span> <span class="n">ttd</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">threshold_range</span><span class="p">(</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">logspace</span><span class="p">(</span><span class="o">-</span><span class="mi">6</span><span class="p">,</span><span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">),</span><span class="mi">100</span><span class="p">)</span></div>
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<div class="viewcode-block" id="HingeTarget"><a class="viewcode-back" href="../../../plasma.models.targets.HingeTarget.html#plasma.models.targets.HingeTarget">[docs]</a><span class="k">class</span> <span class="nc">HingeTarget</span><span class="p">(</span><span class="n">Target</span><span class="p">):</span>
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<span class="n">activation</span> <span class="o">=</span> <span class="s1">&#39;linear&#39;</span>
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<span class="n">loss</span> <span class="o">=</span> <span class="s1">&#39;squared_hinge&#39;</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">remapper</span><span class="p">(</span><span class="n">ttd</span><span class="p">,</span><span class="n">T_warning</span><span class="p">,</span><span class="n">as_array_of_shots</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span>
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<span class="n">binary_ttd</span> <span class="o">=</span> <span class="mi">0</span><span class="o">*</span><span class="n">ttd</span>
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<span class="n">mask</span> <span class="o">=</span> <span class="n">ttd</span> <span class="o">&lt;</span> <span class="n">np</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">T_warning</span><span class="p">)</span>
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<span class="n">binary_ttd</span><span class="p">[</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="mf">1.0</span>
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<span class="n">binary_ttd</span><span class="p">[</span><span class="o">~</span><span class="n">mask</span><span class="p">]</span> <span class="o">=</span> <span class="o">-</span><span class="mf">1.0</span>
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<span class="k">return</span> <span class="n">binary_ttd</span>
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<span class="nd">@staticmethod</span>
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<span class="k">def</span> <span class="nf">threshold_range</span><span class="p">(</span><span class="n">T_warning</span><span class="p">):</span>
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<span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">((</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="o">-</span><span class="mf">1.06</span><span class="p">,</span><span class="mi">100</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">1.06</span><span class="p">,</span><span class="o">-</span><span class="mf">0.96</span><span class="p">,</span><span class="mi">100</span><span class="p">),</span><span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="o">-</span><span class="mf">0.96</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">50</span><span class="p">)))</span></div>
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