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Autostronomy · Oct 11, 2023 · 5361881 · 5361881
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+# Sphinx build info version 1
+# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
+config: 060cbbd8ea6b8c947c6c595b60eccb00
+tags: 645f666f9bcd5a90fca523b33c5a78b7
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+
+  <h1>Source code for astrophot.models.flatsky_model</h1><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">scipy.stats</span> <span class="kn">import</span> <span class="n">iqr</span>
+<span class="kn">import</span> <span class="nn">torch</span>
+
+<span class="kn">from</span> <span class="nn">..utils.decorators</span> <span class="kn">import</span> <span class="n">ignore_numpy_warnings</span><span class="p">,</span> <span class="n">default_internal</span>
+<span class="kn">from</span> <span class="nn">..param</span> <span class="kn">import</span> <span class="n">Param_Unlock</span><span class="p">,</span> <span class="n">Param_SoftLimits</span>
+<span class="kn">from</span> <span class="nn">.sky_model_object</span> <span class="kn">import</span> <span class="n">Sky_Model</span>
+<span class="kn">from</span> <span class="nn">._shared_methods</span> <span class="kn">import</span> <span class="n">select_target</span>
+
+<span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;Flat_Sky&quot;</span><span class="p">]</span>
+
+
+<div class="viewcode-block" id="Flat_Sky">
+<a class="viewcode-back" href="../../../astrophot.models.html#astrophot.models.flatsky_model.Flat_Sky">[docs]</a>
+<span class="k">class</span> <span class="nc">Flat_Sky</span><span class="p">(</span><span class="n">Sky_Model</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Model for the sky background in which all values across the image</span>
+<span class="sd">    are the same.</span>
+
+<span class="sd">    Parameters:</span>
+<span class="sd">        sky: brightness for the sky, represented as the log of the brightness over pixel scale squared, this is proportional to a surface brightness</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">model_type</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot;flat </span><span class="si">{</span><span class="n">Sky_Model</span><span class="o">.</span><span class="n">model_type</span><span class="si">}</span><span class="s2">&quot;</span>
+    <span class="n">parameter_specs</span> <span class="o">=</span> <span class="p">{</span>
+        <span class="s2">&quot;F&quot;</span><span class="p">:</span> <span class="p">{</span><span class="s2">&quot;units&quot;</span><span class="p">:</span> <span class="s2">&quot;log10(flux/arcsec^2)&quot;</span><span class="p">},</span>
+    <span class="p">}</span>
+    <span class="n">_parameter_order</span> <span class="o">=</span> <span class="n">Sky_Model</span><span class="o">.</span><span class="n">_parameter_order</span> <span class="o">+</span> <span class="p">(</span><span class="s2">&quot;F&quot;</span><span class="p">,)</span>
+    <span class="n">useable</span> <span class="o">=</span> <span class="kc">True</span>
+
+<div class="viewcode-block" id="Flat_Sky.initialize">
+<a class="viewcode-back" href="../../../astrophot.models.html#astrophot.models.flatsky_model.Flat_Sky.initialize">[docs]</a>
+    <span class="nd">@torch</span><span class="o">.</span><span class="n">no_grad</span><span class="p">()</span>
+    <span class="nd">@ignore_numpy_warnings</span>
+    <span class="nd">@select_target</span>
+    <span class="nd">@default_internal</span>
+    <span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">target</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">initialize</span><span class="p">(</span><span class="n">target</span><span class="o">=</span><span class="n">target</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="n">parameters</span><span class="p">)</span>
+
+        <span class="k">with</span> <span class="n">Param_Unlock</span><span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]),</span> <span class="n">Param_SoftLimits</span><span class="p">(</span><span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]):</span>
+            <span class="k">if</span> <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value</span> <span class="o">=</span> <span class="n">torch</span><span class="o">.</span><span class="n">log10</span><span class="p">(</span><span class="n">torch</span><span class="o">.</span><span class="n">median</span><span class="p">(</span><span class="n">target</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">window</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">)</span> <span class="o">/</span> <span class="n">target</span><span class="o">.</span><span class="n">pixel_area</span><span class="p">)</span>
+            <span class="k">if</span> <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">uncertainty</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
+                <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">uncertainty</span> <span class="o">=</span> <span class="p">(</span>
+                    <span class="p">(</span>
+                        <span class="n">iqr</span><span class="p">(</span>
+                            <span class="n">target</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">window</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">(),</span>
+                            <span class="n">rng</span><span class="o">=</span><span class="p">(</span><span class="mf">31.731</span> <span class="o">/</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">100</span> <span class="o">-</span> <span class="mf">31.731</span> <span class="o">/</span> <span class="mi">2</span><span class="p">),</span>
+                        <span class="p">)</span>
+                        <span class="o">/</span> <span class="p">(</span><span class="mf">2.0</span> <span class="o">*</span> <span class="n">target</span><span class="o">.</span><span class="n">pixel_area</span><span class="o">.</span><span class="n">item</span><span class="p">())</span>
+                    <span class="p">)</span>
+                    <span class="o">/</span> <span class="n">np</span><span class="o">.</span><span class="n">sqrt</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">prod</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">window</span><span class="o">.</span><span class="n">shape</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span><span class="o">.</span><span class="n">cpu</span><span class="p">()</span><span class="o">.</span><span class="n">numpy</span><span class="p">()))</span>
+                <span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="mi">10</span> <span class="o">**</span> <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value</span><span class="o">.</span><span class="n">item</span><span class="p">()</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mi">10</span><span class="p">))</span></div>
+
+
+<div class="viewcode-block" id="Flat_Sky.evaluate_model">
+<a class="viewcode-back" href="../../../astrophot.models.html#astrophot.models.flatsky_model.Flat_Sky.evaluate_model">[docs]</a>
+    <span class="k">def</span> <span class="nf">evaluate_model</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">X</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">Y</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">image</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">parameters</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">ref</span> <span class="o">=</span> <span class="n">image</span><span class="o">.</span><span class="n">data</span> <span class="k">if</span> <span class="n">X</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">X</span>
+        <span class="k">return</span> <span class="n">torch</span><span class="o">.</span><span class="n">ones_like</span><span class="p">(</span><span class="n">ref</span><span class="p">)</span> <span class="o">*</span> <span class="p">(</span><span class="n">image</span><span class="o">.</span><span class="n">pixel_area</span> <span class="o">*</span> <span class="mi">10</span> <span class="o">**</span> <span class="n">parameters</span><span class="p">[</span><span class="s2">&quot;F&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">value</span><span class="p">)</span></div>
+</div>
+
+</pre></div>
+
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