cleaning up

CompPhysics · Apr 28, 2024 · 1ee6eea · 1ee6eea
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diff --git a/doc/pub/week15/html/week15-bs.html b/doc/pub/week15/html/week15-bs.html
@@ -103,20 +103,14 @@
                2,
                None,
                'defining-the-training-set'),
-              ('Defining the training set',
-               2,
-               None,
-               'defining-the-training-set'),
-              ('Defining the training set',
+              ('Defining the training set, part 2',
                2,
                None,
-               'defining-the-training-set'),
+               'defining-the-training-set-part-2'),
               ('Training the GAN', 2, None, 'training-the-gan'),
-              ('Defining the training set',
-               2,
-               None,
-               'defining-the-training-set'),
+              ('More on training', 2, None, 'more-on-training'),
               ('Visualizing', 2, None, 'visualizing'),
+              ('Calculating scores', 2, None, 'calculating-scores'),
               ('Diffusion models, basics', 2, None, 'diffusion-models-basics'),
               ('Mathematics of diffusion models',
                2,
@@ -182,11 +176,11 @@
      <!-- navigation toc: --> <li><a href="#setting-up-the-gan" style="font-size: 80%;">Setting up the GAN</a></li>
      <!-- navigation toc: --> <li><a href="#printing-the-model" style="font-size: 80%;">Printing the model</a></li>
      <!-- navigation toc: --> <li><a href="#defining-the-training-set" style="font-size: 80%;">Defining the training set</a></li>
-     <!-- navigation toc: --> <li><a href="#defining-the-training-set" style="font-size: 80%;">Defining the training set</a></li>
-     <!-- navigation toc: --> <li><a href="#defining-the-training-set" style="font-size: 80%;">Defining the training set</a></li>
+     <!-- navigation toc: --> <li><a href="#defining-the-training-set-part-2" style="font-size: 80%;">Defining the training set, part 2</a></li>
      <!-- navigation toc: --> <li><a href="#training-the-gan" style="font-size: 80%;">Training the GAN</a></li>
-     <!-- navigation toc: --> <li><a href="#defining-the-training-set" style="font-size: 80%;">Defining the training set</a></li>
+     <!-- navigation toc: --> <li><a href="#more-on-training" style="font-size: 80%;">More on training</a></li>
      <!-- navigation toc: --> <li><a href="#visualizing" style="font-size: 80%;">Visualizing</a></li>
+     <!-- navigation toc: --> <li><a href="#calculating-scores" style="font-size: 80%;">Calculating scores</a></li>
      <!-- navigation toc: --> <li><a href="#diffusion-models-basics" style="font-size: 80%;">Diffusion models, basics</a></li>
      <!-- navigation toc: --> <li><a href="#mathematics-of-diffusion-models" style="font-size: 80%;">Mathematics of diffusion models</a></li>
 
@@ -668,33 +662,6 @@ <h2 id="printing-the-model" class="anchor">Printing the model </h2>
 <h2 id="defining-the-training-set" class="anchor">Defining the training set </h2>
 
 
-<!-- code=python (!bc pycod) typeset with pygments style "default" -->
-<div class="cell border-box-sizing code_cell rendered">
-  <div class="input">
-    <div class="inner_cell">
-      <div class="input_area">
-        <div class="highlight" style="background: #f8f8f8">
-  <pre style="line-height: 125%;">
-</pre>
-</div>
-      </div>
-    </div>
-  </div>
-  <div class="output_wrapper">
-    <div class="output">
-      <div class="output_area">
-        <div class="output_subarea output_stream output_stdout output_text">          
-        </div>
-      </div>
-    </div>
-  </div>
-</div>
-
-
-<!-- !split -->
-<h2 id="defining-the-training-set" class="anchor">Defining the training set </h2>
-
-
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
@@ -713,7 +680,7 @@ <h2 id="defining-the-training-set" class="anchor">Defining the training set </h2
 mnist_dataset <span style="color: #666666">=</span> torchvision<span style="color: #666666">.</span>datasets<span style="color: #666666">.</span>MNIST(root<span style="color: #666666">=</span>image_path, 
                                            train<span style="color: #666666">=</span><span style="color: #008000; font-weight: bold">True</span>, 
                                            transform<span style="color: #666666">=</span>transform, 
-                                           download<span style="color: #666666">=</span><span style="color: #008000; font-weight: bold">False</span>)
+                                           download<span style="color: #666666">=</span><span style="color: #008000; font-weight: bold">True</span>)
 
 example, label <span style="color: #666666">=</span> <span style="color: #008000">next</span>(<span style="color: #008000">iter</span>(mnist_dataset))
 <span style="color: #008000">print</span>(<span style="color: #BA2121">f&#39;Min: </span><span style="color: #BB6688; font-weight: bold">{</span>example<span style="color: #666666">.</span>min()<span style="color: #BB6688; font-weight: bold">}</span><span style="color: #BA2121"> Max: </span><span style="color: #BB6688; font-weight: bold">{</span>example<span style="color: #666666">.</span>max()<span style="color: #BB6688; font-weight: bold">}</span><span style="color: #BA2121">&#39;</span>)
@@ -735,7 +702,7 @@ <h2 id="defining-the-training-set" class="anchor">Defining the training set </h2
 
 
 <!-- !split -->
-<h2 id="defining-the-training-set" class="anchor">Defining the training set </h2>
+<h2 id="defining-the-training-set-part-2" class="anchor">Defining the training set, part 2 </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->
@@ -831,7 +798,7 @@ <h2 id="training-the-gan" class="anchor">Training the GAN </h2>
 
 
 <!-- !split -->
-<h2 id="defining-the-training-set" class="anchor">Defining the training set </h2>
+<h2 id="more-on-training" class="anchor">More on training  </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->
@@ -1069,15 +1036,19 @@ <h2 id="visualizing" class="anchor">Visualizing </h2>
       </div>
     </div>
   </div>
+</div>
+
+
+<!-- !split -->
+<h2 id="calculating-scores" class="anchor">Calculating scores </h2>
+
 <!-- code=python (!bc pycod) typeset with pygments style "default" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
     <div class="inner_cell">
       <div class="input_area">
         <div class="highlight" style="background: #f8f8f8">
-  <pre style="line-height: 125%;"><span style="color: #666666">=====</span> Calculating scores <span style="color: #666666">=====</span>
-
-<span style="color: #008000; font-weight: bold">import</span> <span style="color: #0000FF; font-weight: bold">math</span>
+  <pre style="line-height: 125%;"><span style="color: #008000; font-weight: bold">import</span> <span style="color: #0000FF; font-weight: bold">math</span>
 
 
 <span style="color: #008000; font-weight: bold">def</span> <span style="color: #0000FF">distance</span>(X, Y, sqrt):

diff --git a/doc/pub/week15/html/week15-reveal.html b/doc/pub/week15/html/week15-reveal.html
@@ -669,33 +669,6 @@ <h2 id="printing-the-model">Printing the model </h2>
 <h2 id="defining-the-training-set">Defining the training set </h2>
 
 
-<!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
-<div class="cell border-box-sizing code_cell rendered">
-  <div class="input">
-    <div class="inner_cell">
-      <div class="input_area">
-        <div class="highlight" style="background: #eeeedd">
-  <pre style="font-size: 80%; line-height: 125%;">
-</pre>
-</div>
-      </div>
-    </div>
-  </div>
-  <div class="output_wrapper">
-    <div class="output">
-      <div class="output_area">
-        <div class="output_subarea output_stream output_stdout output_text">          
-        </div>
-      </div>
-    </div>
-  </div>
-</div>
-</section>
-
-<section>
-<h2 id="defining-the-training-set">Defining the training set </h2>
-
-
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
@@ -714,7 +687,7 @@ <h2 id="defining-the-training-set">Defining the training set </h2>
 mnist_dataset = torchvision.datasets.MNIST(root=image_path, 
                                            train=<span style="color: #8B008B; font-weight: bold">True</span>, 
                                            transform=transform, 
-                                           download=<span style="color: #8B008B; font-weight: bold">False</span>)
+                                           download=<span style="color: #8B008B; font-weight: bold">True</span>)
 
 example, label = <span style="color: #658b00">next</span>(<span style="color: #658b00">iter</span>(mnist_dataset))
 <span style="color: #658b00">print</span>(<span style="color: #CD5555">f&#39;Min: {</span>example.min()<span style="color: #CD5555">} Max: {</span>example.max()<span style="color: #CD5555">}&#39;</span>)
@@ -736,7 +709,7 @@ <h2 id="defining-the-training-set">Defining the training set </h2>
 </section>
 
 <section>
-<h2 id="defining-the-training-set">Defining the training set </h2>
+<h2 id="defining-the-training-set-part-2">Defining the training set, part 2 </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -832,7 +805,7 @@ <h2 id="training-the-gan">Training the GAN </h2>
 </section>
 
 <section>
-<h2 id="defining-the-training-set">Defining the training set </h2>
+<h2 id="more-on-training">More on training  </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -1070,15 +1043,19 @@ <h2 id="visualizing">Visualizing </h2>
       </div>
     </div>
   </div>
+</div>
+</section>
+
+<section>
+<h2 id="calculating-scores">Calculating scores </h2>
+
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
     <div class="inner_cell">
       <div class="input_area">
         <div class="highlight" style="background: #eeeedd">
-  <pre style="font-size: 80%; line-height: 125%;">===== Calculating scores =====
-
-<span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">math</span>
+  <pre style="font-size: 80%; line-height: 125%;"><span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">math</span>
 
 
 <span style="color: #8B008B; font-weight: bold">def</span> <span style="color: #008b45">distance</span>(X, Y, sqrt):

diff --git a/doc/pub/week15/html/week15-solarized.html b/doc/pub/week15/html/week15-solarized.html
@@ -130,20 +130,14 @@
                2,
                None,
                'defining-the-training-set'),
-              ('Defining the training set',
-               2,
-               None,
-               'defining-the-training-set'),
-              ('Defining the training set',
+              ('Defining the training set, part 2',
                2,
                None,
-               'defining-the-training-set'),
+               'defining-the-training-set-part-2'),
               ('Training the GAN', 2, None, 'training-the-gan'),
-              ('Defining the training set',
-               2,
-               None,
-               'defining-the-training-set'),
+              ('More on training', 2, None, 'more-on-training'),
               ('Visualizing', 2, None, 'visualizing'),
+              ('Calculating scores', 2, None, 'calculating-scores'),
               ('Diffusion models, basics', 2, None, 'diffusion-models-basics'),
               ('Mathematics of diffusion models',
                2,
@@ -632,33 +626,6 @@ <h2 id="printing-the-model">Printing the model </h2>
 <h2 id="defining-the-training-set">Defining the training set </h2>
 
 
-<!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
-<div class="cell border-box-sizing code_cell rendered">
-  <div class="input">
-    <div class="inner_cell">
-      <div class="input_area">
-        <div class="highlight" style="background: #eeeedd">
-  <pre style="line-height: 125%;">
-</pre>
-</div>
-      </div>
-    </div>
-  </div>
-  <div class="output_wrapper">
-    <div class="output">
-      <div class="output_area">
-        <div class="output_subarea output_stream output_stdout output_text">          
-        </div>
-      </div>
-    </div>
-  </div>
-</div>
-
-
-<!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="defining-the-training-set">Defining the training set </h2>
-
-
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
@@ -677,7 +644,7 @@ <h2 id="defining-the-training-set">Defining the training set </h2>
 mnist_dataset = torchvision.datasets.MNIST(root=image_path, 
                                            train=<span style="color: #8B008B; font-weight: bold">True</span>, 
                                            transform=transform, 
-                                           download=<span style="color: #8B008B; font-weight: bold">False</span>)
+                                           download=<span style="color: #8B008B; font-weight: bold">True</span>)
 
 example, label = <span style="color: #658b00">next</span>(<span style="color: #658b00">iter</span>(mnist_dataset))
 <span style="color: #658b00">print</span>(<span style="color: #CD5555">f&#39;Min: {</span>example.min()<span style="color: #CD5555">} Max: {</span>example.max()<span style="color: #CD5555">}&#39;</span>)
@@ -699,7 +666,7 @@ <h2 id="defining-the-training-set">Defining the training set </h2>
 
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="defining-the-training-set">Defining the training set </h2>
+<h2 id="defining-the-training-set-part-2">Defining the training set, part 2 </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -795,7 +762,7 @@ <h2 id="training-the-gan">Training the GAN </h2>
 
 
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
-<h2 id="defining-the-training-set">Defining the training set </h2>
+<h2 id="more-on-training">More on training  </h2>
 
 
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
@@ -1033,15 +1000,19 @@ <h2 id="visualizing">Visualizing </h2>
       </div>
     </div>
   </div>
+</div>
+
+
+<!-- !split --><br><br><br><br><br><br><br><br><br><br>
+<h2 id="calculating-scores">Calculating scores </h2>
+
 <!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
 <div class="cell border-box-sizing code_cell rendered">
   <div class="input">
     <div class="inner_cell">
       <div class="input_area">
         <div class="highlight" style="background: #eeeedd">
-  <pre style="line-height: 125%;">===== Calculating scores =====
-
-<span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">math</span>
+  <pre style="line-height: 125%;"><span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">math</span>
 
 
 <span style="color: #8B008B; font-weight: bold">def</span> <span style="color: #008b45">distance</span>(X, Y, sqrt):