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Binary files a/.doctrees/tutorial/step_2.doctree and b/.doctrees/tutorial/step_2.doctree differ
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Binary files a/.doctrees/tutorial/step_7.doctree and b/.doctrees/tutorial/step_7.doctree differ
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diff --git a/_images/coverage-badge.svg b/_images/coverage-badge.svg
index d4a6f327b9..5cb6ec5c45 100644
--- a/_images/coverage-badge.svg
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\ No newline at end of file
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diff --git a/_images/timings_SDC_variants_Fisher.png b/_images/timings_SDC_variants_Fisher.png
index cc2afee57b..95ec13e9ad 100644
Binary files a/_images/timings_SDC_variants_Fisher.png and b/_images/timings_SDC_variants_Fisher.png differ
diff --git a/_images/timings_SDC_variants_GrayScott.png b/_images/timings_SDC_variants_GrayScott.png
index 0ffb8a2a27..75e54843ca 100644
Binary files a/_images/timings_SDC_variants_GrayScott.png and b/_images/timings_SDC_variants_GrayScott.png differ
diff --git a/coverage/class_index.html b/coverage/class_index.html
index 94a68b04e2..d1fb4c18c1 100644
--- a/coverage/class_index.html
+++ b/coverage/class_index.html
@@ -55,7 +55,7 @@ <h2>
         </h2>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
 </header>
@@ -1163,18 +1163,26 @@ <h2>
             <tr class="region">
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t71">pySDC/implementations/hooks/log_solution.py</a></td>
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t71"><data value='LogToFile'>LogToFile</data></a></td>
-                <td>22</td>
+                <td>31</td>
                 <td>1</td>
                 <td>2</td>
-                <td class="right" data-ratio="21 22">95%</td>
+                <td class="right" data-ratio="30 31">97%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t174">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t174"><data value='LogToFileAfterXs'>LogToFileAfterXs</data></a></td>
+                <td>6</td>
+                <td>6</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 6">0%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html">pySDC/implementations/hooks/log_solution.py</a></td>
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html"><data value=''><span class='no-noun'>(no class)</span></data></a></td>
-                <td>20</td>
-                <td>0</td>
+                <td>27</td>
                 <td>0</td>
-                <td class="right" data-ratio="20 20">100%</td>
+                <td>1</td>
+                <td class="right" data-ratio="27 27">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_step_size_py.html#t4">pySDC/implementations/hooks/log_step_size.py</a></td>
@@ -5381,10 +5389,10 @@ <h2>
             <tr class="total">
                 <td class="name left">Total</td>
                 <td class="name left">&nbsp;</td>
-                <td>26115</td>
-                <td>5712</td>
-                <td>4997</td>
-                <td class="right" data-ratio="20403 26115">78%</td>
+                <td>26137</td>
+                <td>5718</td>
+                <td>4998</td>
+                <td class="right" data-ratio="20419 26137">78%</td>
             </tr>
         </tfoot>
     </table>
@@ -5397,7 +5405,7 @@ <h2>
     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
     <aside class="hidden">
diff --git a/coverage/coverage-badge.svg b/coverage/coverage-badge.svg
index d4a6f327b9..5cb6ec5c45 100644
--- a/coverage/coverage-badge.svg
+++ b/coverage/coverage-badge.svg
@@ -1 +1 @@
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+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" width="114" height="20" role="img" aria-label="coverage: 78.12%"><title>coverage: 78.12%</title><linearGradient id="s" x2="0" y2="100%"><stop offset="0" stop-color="#bbb" stop-opacity=".1"/><stop offset="1" stop-opacity=".1"/></linearGradient><clipPath id="r"><rect width="114" height="20" rx="3" fill="#fff"/></clipPath><g clip-path="url(#r)"><rect width="61" height="20" fill="#555"/><rect x="61" width="53" height="20" fill="#97ca00"/><rect width="114" height="20" fill="url(#s)"/></g><g fill="#fff" text-anchor="middle" font-family="Verdana,Geneva,DejaVu Sans,sans-serif" text-rendering="geometricPrecision" font-size="110"><text aria-hidden="true" x="315" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="510">coverage</text><text x="315" y="140" transform="scale(.1)" fill="#fff" textLength="510">coverage</text><text aria-hidden="true" x="865" y="150" fill="#010101" fill-opacity=".3" transform="scale(.1)" textLength="430">78.12%</text><text x="865" y="140" transform="scale(.1)" fill="#fff" textLength="430">78.12%</text></g></svg>
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diff --git a/coverage/function_index.html b/coverage/function_index.html
index 9e04d45507..a91686d515 100644
--- a/coverage/function_index.html
+++ b/coverage/function_index.html
@@ -55,7 +55,7 @@ <h2>
         </h2>
         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
 </header>
@@ -3657,68 +3657,100 @@ <h2>
                 <td class="right" data-ratio="0 4">0%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t103">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t103"><data value='logging_condition'>LogToFile.logging_condition</data></a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t104">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t104"><data value='logging_condition'>LogToFile.logging_condition</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t106">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t106"><data value='process_solution'>LogToFile.process_solution</data></a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t107">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t107"><data value='process_solution'>LogToFile.process_solution</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t109">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t109"><data value='format_index'>LogToFile.format_index</data></a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t110">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t110"><data value='format_index'>LogToFile.format_index</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t112">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t112"><data value='init__'>LogToFile.__init__</data></a></td>
-                <td>6</td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t113">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t113"><data value='init__'>LogToFile.__init__</data></a></td>
+                <td>5</td>
                 <td>0</td>
                 <td>2</td>
-                <td class="right" data-ratio="6 6">100%</td>
+                <td class="right" data-ratio="5 5">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t127">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t127"><data value='post_step'>LogToFile.post_step</data></a></td>
-                <td>9</td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t127"><data value='log_to_file'>LogToFile.log_to_file</data></a></td>
+                <td>12</td>
                 <td>1</td>
                 <td>0</td>
-                <td class="right" data-ratio="8 9">89%</td>
+                <td class="right" data-ratio="11 12">92%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t147">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t147"><data value='post_step'>LogToFile.post_step</data></a></td>
+                <td>2</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="2 2">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t151">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t151"><data value='pre_run'>LogToFile.pre_run</data></a></td>
+                <td>4</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="4 4">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t143">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t143"><data value='get_path'>LogToFile.get_path</data></a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t155">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t155"><data value='process_solution'>LogToFile.pre_run.process_solution</data></a></td>
                 <td>1</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="1 1">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t147">pySDC/implementations/hooks/log_solution.py</a></td>
-                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t147"><data value='load'>LogToFile.load</data></a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t164">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t164"><data value='get_path'>LogToFile.get_path</data></a></td>
+                <td>1</td>
+                <td>0</td>
+                <td>0</td>
+                <td class="right" data-ratio="1 1">100%</td>
+            </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t168">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t168"><data value='load'>LogToFile.load</data></a></td>
                 <td>3</td>
                 <td>0</td>
                 <td>0</td>
                 <td class="right" data-ratio="3 3">100%</td>
             </tr>
+            <tr class="region">
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t182">pySDC/implementations/hooks/log_solution.py</a></td>
+                <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html#t182"><data value='post_step'>LogToFileAfterXs.post_step</data></a></td>
+                <td>6</td>
+                <td>6</td>
+                <td>0</td>
+                <td class="right" data-ratio="0 6">0%</td>
+            </tr>
             <tr class="region">
                 <td class="name left"><a href="z_1f4fced1df9318f0_log_solution_py.html">pySDC/implementations/hooks/log_solution.py</a></td>
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             <a id="nextFileLink" class="nav" href="z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -319,7 +319,7 @@ <h2>
             <a class="nav" href="z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html b/coverage/z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html
index 4edd82fb16..aac1607d9e 100644
--- a/coverage/z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html
+++ b/coverage/z_1f4fced1df9318f0_log_extrapolated_error_estimate_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_1f4fced1df9318f0_log_restarts_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -123,7 +123,7 @@ <h2>
             <a class="nav" href="z_1f4fced1df9318f0_log_restarts_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_1f4fced1df9318f0_log_restarts_py.html b/coverage/z_1f4fced1df9318f0_log_restarts_py.html
index 0833df2041..9e2f8f3f23 100644
--- a/coverage/z_1f4fced1df9318f0_log_restarts_py.html
+++ b/coverage/z_1f4fced1df9318f0_log_restarts_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_1f4fced1df9318f0_log_solution_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -119,7 +119,7 @@ <h2>
             <a class="nav" href="z_1f4fced1df9318f0_log_solution_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_1f4fced1df9318f0_log_solution_py.html b/coverage/z_1f4fced1df9318f0_log_solution_py.html
index af8cb9d9bc..4d7edb24dc 100644
--- a/coverage/z_1f4fced1df9318f0_log_solution_py.html
+++ b/coverage/z_1f4fced1df9318f0_log_solution_py.html
@@ -2,7 +2,7 @@
 <html lang="en">
 <head>
     <meta http-equiv="Content-Type" content="text/html; charset=utf-8">
-    <title>Coverage for pySDC/implementations/hooks/log_solution.py: 90%</title>
+    <title>Coverage for pySDC/implementations/hooks/log_solution.py: 85%</title>
     <link rel="icon" sizes="32x32" href="favicon_32_cb_58284776.png">
     <link rel="stylesheet" href="style_cb_8e611ae1.css" type="text/css">
     <script src="coverage_html_cb_6fb7b396.js" defer></script>
@@ -12,7 +12,7 @@
     <div class="content">
         <h1>
             <span class="text">Coverage for </span><b>pySDC/implementations/hooks/log_solution.py</b>:
-            <span class="pc_cov">90%</span>
+            <span class="pc_cov">85%</span>
         </h1>
         <aside id="help_panel_wrapper">
             <input id="help_panel_state" type="checkbox">
@@ -54,10 +54,10 @@ <h1>
             </div>
         </aside>
         <h2>
-            <span class="text">50 statements &nbsp;</span>
-            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">45<span class="text"> run</span></button>
-            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">5<span class="text"> missing</span></button>
-            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">2<span class="text"> excluded</span></button>
+            <span class="text">72 statements &nbsp;</span>
+            <button type="button" class="run button_toggle_run" value="run" data-shortcut="r" title="Toggle lines run">61<span class="text"> run</span></button>
+            <button type="button" class="mis show_mis button_toggle_mis" value="mis" data-shortcut="m" title="Toggle lines missing">11<span class="text"> missing</span></button>
+            <button type="button" class="exc show_exc button_toggle_exc" value="exc" data-shortcut="x" title="Toggle lines excluded">3<span class="text"> excluded</span></button>
         </h2>
         <p class="text">
             <a id="prevFileLink" class="nav" href="z_1f4fced1df9318f0_log_restarts_py.html">&#xab; prev</a> &nbsp; &nbsp;
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_1f4fced1df9318f0_log_step_size_py.html">&#xbb; next</a>
             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-19 06:42 +0000
+            created at 2024-09-19 09:13 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -163,13 +163,13 @@ <h2>
     <p class="pln"><span class="n"><a id="t81" href="#t81">81</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t82" href="#t82">82</a></span><span class="t"><span class="str">    Keep in mind that the hook will overwrite files without warning!</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t83" href="#t83">83</a></span><span class="t"><span class="str">    You can give a custom file name by setting the ``file_name`` class attribute and give a custom way of rendering the</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">    index associated with individual files by giving a different lambda function ``format_index`` class attribute. This</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str">    lambda should accept one index and return one string.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t84" href="#t84">84</a></span><span class="t"><span class="str">    index associated with individual files by giving a different function ``format_index`` class attribute. This should</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t85" href="#t85">85</a></span><span class="t"><span class="str">    accept one index and return one string.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t86" href="#t86">86</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t87" href="#t87">87</a></span><span class="t"><span class="str">    You can also give a custom ``logging_condition`` function, accepting the current level if you want to log selectively.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t88" href="#t88">88</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t89" href="#t89">89</a></span><span class="t"><span class="str">    Importantly, you may need to change ``process_solution``. By default, this will return a numpy view of the solution.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str">    Of course, if you are not using numpy, you need to change this. Again, this is a lambda accepting the level.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t90" href="#t90">90</a></span><span class="t"><span class="str">    Of course, if you are not using numpy, you need to change this. Again, this is a function accepting the level.</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t92" href="#t92">92</a></span><span class="t"><span class="str">    After the fact, you can use the classmethod `get_path` to get the path to a certain data or the `load` function to</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t93" href="#t93">93</a></span><span class="t"><span class="str">    directly load the solution at a given index. Just configure the hook like you did when you recorded the data</span>&nbsp;</span><span class="r"></span></p>
@@ -181,19 +181,19 @@ <h2>
     <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">    <span class="nam">path</span> <span class="op">=</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t">    <span class="nam">file_name</span> <span class="op">=</span> <span class="str">'solution'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">    <span class="key">def</span> <span class="nam">logging_condition</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">        <span class="key">return</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">    <span class="key">def</span> <span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="str">'t'</span><span class="op">:</span> <span class="nam">L</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">L</span><span class="op">.</span><span class="nam">dt</span><span class="op">,</span> <span class="str">'u'</span><span class="op">:</span> <span class="nam">L</span><span class="op">.</span><span class="nam">uend</span><span class="op">.</span><span class="nam">view</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">    <span class="key">def</span> <span class="nam">format_index</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">index</span><span class="op">:</span><span class="fst">06d</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t102" href="#t102">102</a></span><span class="t">    <span class="nam">counter</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t">    <span class="key">def</span> <span class="nam">logging_condition</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t105" href="#t105">105</a></span><span class="t">        <span class="key">return</span> <span class="key">True</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">    <span class="key">def</span> <span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="str">'t'</span><span class="op">:</span> <span class="nam">L</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">L</span><span class="op">.</span><span class="nam">dt</span><span class="op">,</span> <span class="str">'u'</span><span class="op">:</span> <span class="nam">L</span><span class="op">.</span><span class="nam">uend</span><span class="op">.</span><span class="nam">view</span><span class="op">(</span><span class="nam">np</span><span class="op">.</span><span class="nam">ndarray</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t109" href="#t109">109</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">    <span class="key">def</span> <span class="nam">format_index</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t111" href="#t111">111</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">index</span><span class="op">:</span><span class="fst">06d</span><span class="op">}</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t112" href="#t112">112</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">    <span class="key">def</span> <span class="nam">__init__</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">        <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">__init__</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">path</span> <span class="key">is</span> <span class="key">None</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="exc show_exc"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">            <span class="key">raise</span> <span class="nam">ValueError</span><span class="op">(</span><span class="str">'Please set a path for logging as the class attribute `LogToFile.path`!'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
@@ -206,30 +206,70 @@ <h2>
     <p class="run"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">        <span class="key">if</span> <span class="key">not</span> <span class="nam">os</span><span class="op">.</span><span class="nam">path</span><span class="op">.</span><span class="nam">isdir</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">path</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">            <span class="nam">os</span><span class="op">.</span><span class="nam">mkdir</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">path</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="key">def</span> <span class="nam">post_step</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t">    <span class="key">def</span> <span class="nam">log_to_file</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">,</span> <span class="nam">condition</span><span class="op">,</span> <span class="nam">process_solution</span><span class="op">=</span><span class="key">None</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">        <span class="key">if</span> <span class="nam">level_number</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="mis show_mis"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">            <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t131" href="#t131">131</a></span><span class="t">        <span class="nam">L</span> <span class="op">=</span> <span class="nam">step</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="nam">level_number</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">        <span class="key">if</span> <span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">logging_condition</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">        <span class="key">if</span> <span class="nam">condition</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">            <span class="nam">path</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="nam">self</span><span class="op">.</span><span class="nam">counter</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">            <span class="nam">data</span> <span class="op">=</span> <span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">file_name</span><span class="op">}</span><span class="fst">_</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">format_index</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">    <span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="nam">cls</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">            <span class="key">return</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t135" href="#t135">135</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t136" href="#t136">136</a></span><span class="t">            <span class="key">if</span> <span class="nam">process_solution</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">                <span class="nam">data</span> <span class="op">=</span> <span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t138" href="#t138">138</a></span><span class="t">            <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t139" href="#t139">139</a></span><span class="t">                <span class="nam">data</span> <span class="op">=</span> <span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t140" href="#t140">140</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t141" href="#t141">141</a></span><span class="t">            <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'wb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">                <span class="nam">pickle</span><span class="op">.</span><span class="nam">dump</span><span class="op">(</span><span class="nam">data</span><span class="op">,</span> <span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">logger</span><span class="op">.</span><span class="nam">info</span><span class="op">(</span><span class="fst">f'</span><span class="fst">Stored file </span><span class="op">{</span><span class="nam">path</span><span class="op">!</span><span class="nam">r</span><span class="op">}</span><span class="fst">'</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t144" href="#t144">144</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t145" href="#t145">145</a></span><span class="t">            <span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">counter</span> <span class="op">+=</span> <span class="num">1</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t146" href="#t146">146</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">    <span class="key">def</span> <span class="nam">post_step</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t148" href="#t148">148</a></span><span class="t">        <span class="nam">L</span> <span class="op">=</span> <span class="nam">step</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="nam">level_number</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">log_to_file</span><span class="op">(</span><span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">,</span> <span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">logging_condition</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t150" href="#t150">150</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t151" href="#t151">151</a></span><span class="t">    <span class="key">def</span> <span class="nam">pre_run</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">        <span class="nam">L</span> <span class="op">=</span> <span class="nam">step</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="nam">level_number</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t153" href="#t153">153</a></span><span class="t">        <span class="nam">L</span><span class="op">.</span><span class="nam">uend</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">u</span><span class="op">[</span><span class="num">0</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t154" href="#t154">154</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">        <span class="key">def</span> <span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t156" href="#t156">156</a></span><span class="t">            <span class="key">return</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t157" href="#t157">157</a></span><span class="t">                <span class="op">**</span><span class="nam">type</span><span class="op">(</span><span class="nam">self</span><span class="op">)</span><span class="op">.</span><span class="nam">process_solution</span><span class="op">(</span><span class="nam">L</span><span class="op">)</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">                <span class="str">'t'</span><span class="op">:</span> <span class="nam">L</span><span class="op">.</span><span class="nam">time</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t159" href="#t159">159</a></span><span class="t">            <span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t160" href="#t160">160</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t161" href="#t161">161</a></span><span class="t">        <span class="nam">self</span><span class="op">.</span><span class="nam">log_to_file</span><span class="op">(</span><span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">,</span> <span class="key">True</span><span class="op">,</span> <span class="nam">process_solution</span><span class="op">=</span><span class="nam">process_solution</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t162" href="#t162">162</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t163" href="#t163">163</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t164" href="#t164">164</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_path</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t165" href="#t165">165</a></span><span class="t">        <span class="key">return</span> <span class="fst">f'</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">path</span><span class="op">}</span><span class="fst">/</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">file_name</span><span class="op">}</span><span class="fst">_</span><span class="op">{</span><span class="nam">cls</span><span class="op">.</span><span class="nam">format_index</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span><span class="op">}</span><span class="fst">.pickle</span><span class="fst">'</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t166" href="#t166">166</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t167" href="#t167">167</a></span><span class="t">    <span class="op">@</span><span class="nam">classmethod</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t168" href="#t168">168</a></span><span class="t">    <span class="key">def</span> <span class="nam">load</span><span class="op">(</span><span class="nam">cls</span><span class="op">,</span> <span class="nam">index</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t169" href="#t169">169</a></span><span class="t">        <span class="nam">path</span> <span class="op">=</span> <span class="nam">cls</span><span class="op">.</span><span class="nam">get_path</span><span class="op">(</span><span class="nam">index</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t170" href="#t170">170</a></span><span class="t">        <span class="key">with</span> <span class="nam">open</span><span class="op">(</span><span class="nam">path</span><span class="op">,</span> <span class="str">'rb'</span><span class="op">)</span> <span class="key">as</span> <span class="nam">file</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t171" href="#t171">171</a></span><span class="t">            <span class="key">return</span> <span class="nam">pickle</span><span class="op">.</span><span class="nam">load</span><span class="op">(</span><span class="nam">file</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t172" href="#t172">172</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t173" href="#t173">173</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t174" href="#t174">174</a></span><span class="t"><span class="key">class</span> <span class="nam">LogToFileAfterXs</span><span class="op">(</span><span class="nam">LogToFile</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t175" href="#t175">175</a></span><span class="t">    <span class="str">r'''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t176" href="#t176">176</a></span><span class="t"><span class="str">    Log to file after certain amount of time has passed instead of after every step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t177" href="#t177">177</a></span><span class="t"><span class="str">    '''</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t178" href="#t178">178</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t179" href="#t179">179</a></span><span class="t">    <span class="nam">time_increment</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t180" href="#t180">180</a></span><span class="t">    <span class="nam">t_next_log</span> <span class="op">=</span> <span class="num">0</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t181" href="#t181">181</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t182" href="#t182">182</a></span><span class="t">    <span class="key">def</span> <span class="nam">post_step</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t183" href="#t183">183</a></span><span class="t">        <span class="nam">L</span> <span class="op">=</span> <span class="nam">step</span><span class="op">.</span><span class="nam">levels</span><span class="op">[</span><span class="nam">level_number</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t184" href="#t184">184</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t185" href="#t185">185</a></span><span class="t">        <span class="key">if</span> <span class="nam">self</span><span class="op">.</span><span class="nam">t_next_log</span> <span class="op">==</span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t186" href="#t186">186</a></span><span class="t">            <span class="nam">self</span><span class="op">.</span><span class="nam">t_next_log</span> <span class="op">=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">time_increment</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t187" href="#t187">187</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t188" href="#t188">188</a></span><span class="t">        <span class="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">time</span> <span class="op">+</span> <span class="nam">L</span><span class="op">.</span><span class="nam">dt</span> <span class="op">>=</span> <span class="nam">self</span><span class="op">.</span><span class="nam">t_next_log</span> <span class="key">and</span> <span class="key">not</span> <span class="nam">step</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">restart</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="mis show_mis"><span class="n"><a id="t189" href="#t189">189</a></span><span class="t">            <span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">post_step</span><span class="op">(</span><span class="nam">step</span><span class="op">,</span> <span class="nam">level_number</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
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method)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.fix_residual", false]], "fold (level attribute)": [[49, "core.level.Level.fold", false]], "formfunction() (fisher_full method)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full.formFunction", false]], "formfunction() (fisher_reaction method)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction.formFunction", false]], "formfunction() (gs_full method)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full.formFunction", false]], "formfunction() (gs_reaction method)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction.formFunction", false]], "formjacobian() (fisher_full method)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full.formJacobian", false]], "formjacobian() (fisher_reaction method)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction.formJacobian", false]], "formjacobian() (gs_full method)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full.formJacobian", false]], "formjacobian() (gs_reaction method)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction.formJacobian", false]], "forwardeuler (class in implementations.sweeper_classes.runge_kutta)": [[151, "implementations.sweeper_classes.Runge_Kutta.ForwardEuler", false]], "frozenclass (class in helpers.pysdc_helper)": [[58, "helpers.pysdc_helper.FrozenClass", false]], "full_solar_system (class in implementations.problem_classes.fullsolarsystem)": [[110, "implementations.problem_classes.FullSolarSystem.full_solar_system", false]], "g (fenics_heat attribute)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat.g", false]], "g (fenics_heat_mass attribute)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.g", false]], "g (fenics_heat_mass_timebc attribute)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass_timebc.g", false]], "g (full_solar_system attribute)": [[110, "implementations.problem_classes.FullSolarSystem.full_solar_system.G", false]], "g (outer_solar_system attribute)": [[125, "id0", false], [125, "implementations.problem_classes.OuterSolarSystem.outer_solar_system.G", false]], "g() (protherorobinson method)": [[146, "implementations.problem_classes.odeScalar.ProtheroRobinson.g", false]], "g() (protherorobinsonautonomous method)": [[147, "implementations.problem_classes.odeSystem.ProtheroRobinsonAutonomous.g", false]], "generalized_fisher (class in implementations.problem_classes.generalizedfisher_1d_fd_implicit)": [[111, "implementations.problem_classes.GeneralizedFisher_1D_FD_implicit.generalized_fisher", false]], "generate_description() (in module helpers.setup_helper)": [[59, "helpers.setup_helper.generate_description", false]], "generate_scipy_reference_solution() (problem method)": [[50, "core.problem.Problem.generate_scipy_reference_solution", false]], "generate_starting_values() (adamsmoultonimplicit2step method)": [[150, "implementations.sweeper_classes.Multistep.AdamsMoultonImplicit2Step.generate_starting_values", false]], "generate_starting_values() (multistep method)": [[150, "implementations.sweeper_classes.Multistep.MultiStep.generate_starting_values", false]], "generator (ark548l2saerk attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.generator", false]], "generator (ark548l2saesdirk2 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.generator", false]], "generator (backwardeuler attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.BackwardEuler.generator", false]], "generator (cash_karp attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.generator", false]], "generator (cranknicolson attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.CrankNicolson.generator", false]], "generator (dirk43 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.DIRK43.generator", false]], "generator (dirk43_2 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.DIRK43_2.generator", false]], "generator (edirk4 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.EDIRK4.generator", false]], "generator (esdirk43 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ESDIRK43.generator", false]], "generator (esdirk53 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ESDIRK53.generator", false]], "generator (explicitmidpointmethod attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ExplicitMidpointMethod.generator", false]], "generator (forwardeuler attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ForwardEuler.generator", false]], "generator (heun_euler attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler.generator", false]], "generator (implicitmidpointmethod attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ImplicitMidpointMethod.generator", false]], "generator (rk4 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.RK4.generator", false]], "generator_exp (ark548l2saerk2 attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK2.generator_EXP", false]], "generator_imp (ark548l2saesdirk attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK.generator_IMP", false]], "generic_implicit (class in implementations.sweeper_classes.generic_implicit)": [[155, "implementations.sweeper_classes.generic_implicit.generic_implicit", false]], "generic_implicit_mpi (class in implementations.sweeper_classes.generic_implicit_mpi)": [[156, "implementations.sweeper_classes.generic_implicit_MPI.generic_implicit_MPI", false]], "genericndimfindiff (class in implementations.problem_classes.generic_nd_fd)": [[144, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff", false]], "get() (frozenclass method)": [[58, "helpers.pysdc_helper.FrozenClass.get", false]], "get2dmatrix() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[137, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DMatrix", false]], "get2dmesh() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[137, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DMesh", false]], "get2dupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[137, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.get2DUpwindMatrix", false]], "get_1d_grid() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_1d_grid", false]], "get_butcher_tableau() (rungekutta class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Butcher_tableau", false]], "get_butcher_tableau_explicit() (rungekuttaimex class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKuttaIMEX.get_Butcher_tableau_explicit", false]], "get_convergence() (adaptivitycollocation method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_convergence", false]], "get_convergence() (adaptivityextrapolationwithinq method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_convergence", false]], "get_convergence() (adaptivityforconvergedcollocationproblems method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityForConvergedCollocationProblems.get_convergence", false]], "get_convergence() (adaptivitypolynomialerror method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_convergence", false]], "get_convergence_controllers_as_table() (controller method)": [[45, "core.controller.Controller.get_convergence_controllers_as_table", false]], "get_count() (ncclcomm static method)": [[55, "helpers.NCCL_communicator.NCCLComm.get_count", false]], "get_default_sweeper_class() (genericndimfindiff class method)": [[144, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.get_default_sweeper_class", false]], "get_default_sweeper_class() (problem class method)": [[50, "core.problem.Problem.get_default_sweeper_class", false]], "get_dtype() (ncclcomm static method)": [[55, "helpers.NCCL_communicator.NCCLComm.get_dtype", false]], "get_extrapolated_error() (estimateextrapolationerrornonmpi method)": [[77, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_error", false]], "get_extrapolated_solution() (estimateextrapolationerrornonmpi method)": [[77, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_solution", false]], "get_extrapolation_coefficients() (estimateextrapolationerrorbase method)": [[77, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorBase.get_extrapolation_coefficients", false]], "get_fig() (brusselator method)": [[105, "implementations.problem_classes.Brusselator.Brusselator.get_fig", false]], "get_fig() (problem method)": [[50, "core.problem.Problem.get_fig", false]], "get_finite_difference_matrix() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_finite_difference_matrix", false]], "get_finite_difference_stencil() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_finite_difference_stencil", false]], "get_full_f() (rungekutta method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_full_f", false]], "get_full_f() (rungekuttanystrom method)": [[152, "implementations.sweeper_classes.Runge_Kutta_Nystrom.RungeKuttaNystrom.get_full_f", false]], "get_implementation() (basicrestarting class method)": [[71, "implementations.convergence_controller_classes.basic_restarting.BasicRestarting.get_implementation", false]], "get_implementation() (estimateembeddederror class method)": [[76, "implementations.convergence_controller_classes.estimate_embedded_error.EstimateEmbeddedError.get_implementation", false]], "get_implementation() (spreadstepsizesblockwise class method)": [[82, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwise.get_implementation", false]], "get_interactions() (penningtrap method)": [[126, "implementations.problem_classes.PenningTrap_3D.penningtrap.get_interactions", false]], "get_list_of_types() (in module helpers.stats_helper)": [[60, "helpers.stats_helper.get_list_of_types", false]], "get_local_error_estimate() (adaptivity method)": [[70, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitybase method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitycollocation method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityextrapolationwithinq method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivitypolynomialerror method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_local_error_estimate", false]], "get_local_error_estimate() (adaptivityresidual method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityResidual.get_local_error_estimate", false]], "get_new_step_size() (adaptivity method)": [[70, "implementations.convergence_controller_classes.adaptivity.Adaptivity.get_new_step_size", false]], "get_new_step_size() (adaptivitybase method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityBase.get_new_step_size", false]], "get_new_step_size() (adaptivitycollocation method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityCollocation.get_new_step_size", false]], "get_new_step_size() (adaptivityextrapolationwithinq method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityExtrapolationWithinQ.get_new_step_size", false]], "get_new_step_size() (adaptivitypolynomialerror method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityPolynomialError.get_new_step_size", false]], "get_new_step_size() (adaptivityresidual method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityResidual.get_new_step_size", false]], "get_new_step_size() (adaptivityrk method)": [[70, "implementations.convergence_controller_classes.adaptivity.AdaptivityRK.get_new_step_size", false]], "get_new_step_size() (convergencecontroller method)": [[46, "core.convergence_controller.ConvergenceController.get_new_step_size", false]], "get_new_step_size() (stepsizelimiter method)": [[83, "implementations.convergence_controller_classes.step_size_limiter.StepSizeLimiter.get_new_step_size", false]], "get_new_step_size() (stepsizeslopelimiter method)": [[83, "implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size", false]], "get_non_linear_jacobian() (quench method)": [[128, "implementations.problem_classes.Quench.Quench.get_non_linear_Jacobian", false]], "get_op() (ncclcomm method)": [[55, "helpers.NCCL_communicator.NCCLComm.get_op", false]], "get_problem_dict() (battery_n_capacitors method)": [[103, "implementations.problem_classes.Battery.battery_n_capacitors.get_problem_dict", false]], "get_q_matrix() (rungekutta class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Q_matrix", false]], "get_qdelta_explicit() (sweeper method)": [[53, "core.sweeper.Sweeper.get_Qdelta_explicit", false]], "get_qdelta_implicit() (sweeper method)": [[53, "core.sweeper.Sweeper.get_Qdelta_implicit", false]], "get_scalar_problems_manysweep_mat() (imex_1st_order method)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_manysweep_mat", false]], "get_scalar_problems_manysweep_mats() (boris_2nd_order method)": [[153, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_manysweep_mats", false]], "get_scalar_problems_picardsweep_mats() (boris_2nd_order method)": [[153, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_picardsweep_mats", false]], "get_scalar_problems_sweeper_mats() (boris_2nd_order method)": [[153, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_sweeper_mats", false]], "get_scalar_problems_sweeper_mats() (imex_1st_order method)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_sweeper_mats", false]], "get_sorted() (in module helpers.stats_helper)": [[60, "helpers.stats_helper.get_sorted", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwise method)": [[82, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwise.get_step_from_which_to_spread", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwisempi method)": [[82, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwiseMPI.get_step_from_which_to_spread", false]], "get_step_from_which_to_spread() (spreadstepsizesblockwisenonmpi method)": [[82, "implementations.convergence_controller_classes.spread_step_sizes.SpreadStepSizesBlockwiseNonMPI.get_step_from_which_to_spread", false]], "get_steps() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_steps", false]], "get_sweeper_mats() (boris_2nd_order method)": [[153, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_sweeper_mats", false]], "get_sweeper_mats() (imex_1st_order method)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_sweeper_mats", false]], "get_switching_info() (battery_n_capacitors method)": [[103, "implementations.problem_classes.Battery.battery_n_capacitors.get_switching_info", false]], "get_switching_info() (discontinuoustestode method)": [[107, "implementations.problem_classes.DiscontinuousTestODE.DiscontinuousTestODE.get_switching_info", false]], "get_sys_mat() (petsc_fisher_multiimplicit method)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.petsc_fisher_multiimplicit.get_sys_mat", false]], "get_transfer_matrix_q() (basetransfer static method)": [[42, "core.base_transfer.BaseTransfer.get_transfer_matrix_Q", false]], "get_update_order() (ark54 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK54.get_update_order", false]], "get_update_order() (ark548l2sa class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SA.get_update_order", false]], "get_update_order() (ark548l2saerk class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.get_update_order", false]], "get_update_order() (ark548l2saesdirk2 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.get_update_order", false]], "get_update_order() (cash_karp class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.get_update_order", false]], "get_update_order() (dirk43 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.DIRK43.get_update_order", false]], "get_update_order() (esdirk43 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ESDIRK43.get_update_order", false]], "get_update_order() (esdirk53 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ESDIRK53.get_update_order", false]], "get_update_order() (heun_euler class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler.get_update_order", false]], "get_update_order() (rungekutta class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_update_order", false]], "getbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[137, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCHorizontal", false]], "getbcleft() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[133, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCLeft", false]], "getbcleft() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCLeft", false]], "getbcright() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[133, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getBCRight", false]], "getbcright() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getBCRight", false]], "getbcvertical() (in module implementations.problem_classes.boussinesq_helpers.build2dfdmatrix)": [[137, "implementations.problem_classes.boussinesq_helpers.build2DFDMatrix.getBCVertical", false]], "getboussinesq2dmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[138, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DMatrix", false]], "getboussinesq2dupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[138, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesq2DUpwindMatrix", false]], "getboussinesqbchorizontal() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[138, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCHorizontal", false]], "getboussinesqbcvertical() (in module implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix)": [[138, "implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix.getBoussinesqBCVertical", false]], "getcounter() (callback method)": [[140, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getcounter", false]], "gethorizontaldx() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[133, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getHorizontalDx", false]], "getmatrix() (in module implementations.problem_classes.acoustic_helpers.buildfdmatrix)": [[133, "implementations.problem_classes.acoustic_helpers.buildFDMatrix.getMatrix", false]], "getmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getMatrix", false]], "getresidual() (callback method)": [[140, "implementations.problem_classes.boussinesq_helpers.helper_classes.Callback.getresidual", false]], "getupwindmatrix() (in module implementations.problem_classes.boussinesq_helpers.buildfdmatrix)": [[139, "implementations.problem_classes.boussinesq_helpers.buildFDMatrix.getUpwindMatrix", false]], "getwave1dadvectionmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[134, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DAdvectionMatrix", false]], "getwave1dmatrix() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[134, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWave1DMatrix", false]], "getwavebcleft() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[134, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCLeft", false]], "getwavebcright() (in module implementations.problem_classes.acoustic_helpers.buildwave1dmatrix)": [[134, "implementations.problem_classes.acoustic_helpers.buildWave1DMatrix.getWaveBCRight", false]], "gmres_logger (boussinesq_2d_imex attribute)": [[104, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.gmres_logger", false]], "grayscott_imex_diffusion (class in implementations.problem_classes.grayscott_mpifft)": [[115, 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"implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.Id", false]], "id (heat2d_petsc_forced attribute)": [[118, "implementations.problem_classes.HeatEquation_2D_PETSc_forced.heat2d_petsc_forced.Id", false]], "id (heatnd_forced attribute)": [[120, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_forced.Id", false]], "id (heatnd_unforced attribute)": [[119, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_unforced.Id", false]], "id (petsc_grayscott_multiimplicit attribute)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.petsc_grayscott_multiimplicit.Id", false]], "id (quench attribute)": [[128, "implementations.problem_classes.Quench.Quench.Id", false]], "imex_1st_order (class in implementations.sweeper_classes.imex_1st_order)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order", false]], "imex_1st_order_mass (class in implementations.sweeper_classes.imex_1st_order_mass)": [[159, "implementations.sweeper_classes.imex_1st_order_mass.imex_1st_order_mass", false]], "imex_1st_order_mpi (class in implementations.sweeper_classes.imex_1st_order_mpi)": [[158, "implementations.sweeper_classes.imex_1st_order_MPI.imex_1st_order_MPI", false]], "imex_cupy_mesh (class in implementations.datatype_classes.cupy_mesh)": [[86, "implementations.datatype_classes.cupy_mesh.imex_cupy_mesh", false]], "imex_laplacian_mpifft (class in implementations.problem_classes.generic_mpifft_laplacian)": [[143, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT", false]], "imex_mesh (class in implementations.datatype_classes.mesh)": [[88, "implementations.datatype_classes.mesh.imex_mesh", false]], "impl (petsc_vec_comp2 attribute)": [[90, "implementations.datatype_classes.petsc_vec.petsc_vec_comp2.impl", false]], "impl (petsc_vec_imex attribute)": [[90, "implementations.datatype_classes.petsc_vec.petsc_vec_imex.impl", false]], "impl (rhs_fenics_mesh attribute)": [[87, "implementations.datatype_classes.fenics_mesh.rhs_fenics_mesh.impl", false]], "implementations": [[64, "module-implementations", false]], "implementations.controller_classes": [[65, "module-implementations.controller_classes", false]], "implementations.controller_classes.controller_mpi": [[66, "module-implementations.controller_classes.controller_MPI", false]], "implementations.controller_classes.controller_nonmpi": [[67, "module-implementations.controller_classes.controller_nonMPI", false]], "implementations.convergence_controller_classes": [[68, "module-implementations.convergence_controller_classes", false]], "implementations.convergence_controller_classes.adaptive_collocation": [[69, "module-implementations.convergence_controller_classes.adaptive_collocation", false]], "implementations.convergence_controller_classes.adaptivity": [[70, "module-implementations.convergence_controller_classes.adaptivity", false]], "implementations.convergence_controller_classes.basic_restarting": [[71, "module-implementations.convergence_controller_classes.basic_restarting", false]], "implementations.convergence_controller_classes.check_convergence": [[72, "module-implementations.convergence_controller_classes.check_convergence", false]], "implementations.convergence_controller_classes.check_iteration_estimator": [[73, "module-implementations.convergence_controller_classes.check_iteration_estimator", false]], "implementations.convergence_controller_classes.crash": [[74, "module-implementations.convergence_controller_classes.crash", false]], "implementations.convergence_controller_classes.estimate_contraction_factor": [[75, "module-implementations.convergence_controller_classes.estimate_contraction_factor", false]], "implementations.convergence_controller_classes.estimate_embedded_error": [[76, "module-implementations.convergence_controller_classes.estimate_embedded_error", false]], "implementations.convergence_controller_classes.estimate_extrapolation_error": [[77, "module-implementations.convergence_controller_classes.estimate_extrapolation_error", false]], "implementations.convergence_controller_classes.estimate_polynomial_error": [[78, "module-implementations.convergence_controller_classes.estimate_polynomial_error", false]], "implementations.convergence_controller_classes.hotrod": [[79, "module-implementations.convergence_controller_classes.hotrod", false]], "implementations.convergence_controller_classes.inexactness": [[80, "module-implementations.convergence_controller_classes.inexactness", false]], "implementations.convergence_controller_classes.interpolate_between_restarts": [[81, "module-implementations.convergence_controller_classes.interpolate_between_restarts", false]], "implementations.convergence_controller_classes.spread_step_sizes": [[82, "module-implementations.convergence_controller_classes.spread_step_sizes", false]], "implementations.convergence_controller_classes.step_size_limiter": [[83, "module-implementations.convergence_controller_classes.step_size_limiter", false]], "implementations.convergence_controller_classes.store_uold": [[84, "module-implementations.convergence_controller_classes.store_uold", false]], "implementations.datatype_classes": [[85, "module-implementations.datatype_classes", false]], "implementations.datatype_classes.cupy_mesh": [[86, "module-implementations.datatype_classes.cupy_mesh", false]], "implementations.datatype_classes.fenics_mesh": [[87, "module-implementations.datatype_classes.fenics_mesh", false]], "implementations.datatype_classes.mesh": [[88, "module-implementations.datatype_classes.mesh", false]], "implementations.datatype_classes.particles": [[89, "module-implementations.datatype_classes.particles", false]], "implementations.datatype_classes.petsc_vec": [[90, "module-implementations.datatype_classes.petsc_vec", false]], "implementations.problem_classes": [[91, "module-implementations.problem_classes", false]], "implementations.problem_classes.acoustic_helpers": [[132, "module-implementations.problem_classes.acoustic_helpers", false]], "implementations.problem_classes.acoustic_helpers.buildfdmatrix": [[133, "module-implementations.problem_classes.acoustic_helpers.buildFDMatrix", false]], "implementations.problem_classes.acoustic_helpers.buildwave1dmatrix": [[134, "module-implementations.problem_classes.acoustic_helpers.buildWave1DMatrix", false]], "implementations.problem_classes.acoustic_helpers.standard_integrators": [[135, "module-implementations.problem_classes.acoustic_helpers.standard_integrators", false]], "implementations.problem_classes.acousticadvection_1d_fd_imex": [[92, "module-implementations.problem_classes.AcousticAdvection_1D_FD_imex", false]], "implementations.problem_classes.advectiondiffusionequation_1d_fft": [[93, "module-implementations.problem_classes.AdvectionDiffusionEquation_1D_FFT", false]], "implementations.problem_classes.advectionequation_nd_fd": [[94, "module-implementations.problem_classes.AdvectionEquation_ND_FD", false]], "implementations.problem_classes.allencahn_1d_fd": [[95, "module-implementations.problem_classes.AllenCahn_1D_FD", false]], "implementations.problem_classes.allencahn_2d_fd": [[96, "module-implementations.problem_classes.AllenCahn_2D_FD", false]], "implementations.problem_classes.allencahn_2d_fd_gpu": [[97, "module-implementations.problem_classes.AllenCahn_2D_FD_gpu", false]], "implementations.problem_classes.allencahn_2d_fft": [[98, "module-implementations.problem_classes.AllenCahn_2D_FFT", false]], "implementations.problem_classes.allencahn_2d_fft_gpu": [[99, "module-implementations.problem_classes.AllenCahn_2D_FFT_gpu", false]], "implementations.problem_classes.allencahn_mpifft": [[100, "module-implementations.problem_classes.AllenCahn_MPIFFT", false]], "implementations.problem_classes.allencahn_temp_mpifft": [[101, "module-implementations.problem_classes.AllenCahn_Temp_MPIFFT", false]], "implementations.problem_classes.auzinger_implicit": [[102, "module-implementations.problem_classes.Auzinger_implicit", false]], "implementations.problem_classes.battery": [[103, "module-implementations.problem_classes.Battery", false]], "implementations.problem_classes.boussinesq_2d_fd_imex": [[104, "module-implementations.problem_classes.Boussinesq_2D_FD_imex", false]], "implementations.problem_classes.boussinesq_helpers": [[136, "module-implementations.problem_classes.boussinesq_helpers", false]], "implementations.problem_classes.boussinesq_helpers.build2dfdmatrix": [[137, "module-implementations.problem_classes.boussinesq_helpers.build2DFDMatrix", false]], "implementations.problem_classes.boussinesq_helpers.buildboussinesq2dmatrix": [[138, "module-implementations.problem_classes.boussinesq_helpers.buildBoussinesq2DMatrix", false]], "implementations.problem_classes.boussinesq_helpers.buildfdmatrix": [[139, "module-implementations.problem_classes.boussinesq_helpers.buildFDMatrix", false]], "implementations.problem_classes.boussinesq_helpers.helper_classes": [[140, "module-implementations.problem_classes.boussinesq_helpers.helper_classes", false]], "implementations.problem_classes.boussinesq_helpers.standard_integrators": [[141, "module-implementations.problem_classes.boussinesq_helpers.standard_integrators", false]], "implementations.problem_classes.boussinesq_helpers.unflatten": [[142, "module-implementations.problem_classes.boussinesq_helpers.unflatten", false]], "implementations.problem_classes.brusselator": [[105, "module-implementations.problem_classes.Brusselator", false]], "implementations.problem_classes.buckconverter": [[106, "module-implementations.problem_classes.BuckConverter", false]], "implementations.problem_classes.discontinuoustestode": [[107, "module-implementations.problem_classes.DiscontinuousTestODE", false]], "implementations.problem_classes.fastwaveslowwave_0d": [[108, "module-implementations.problem_classes.FastWaveSlowWave_0D", false]], "implementations.problem_classes.fermipastaulamtsingou": [[109, "module-implementations.problem_classes.FermiPastaUlamTsingou", false]], "implementations.problem_classes.fullsolarsystem": [[110, "module-implementations.problem_classes.FullSolarSystem", false]], "implementations.problem_classes.generalizedfisher_1d_fd_implicit": [[111, "module-implementations.problem_classes.GeneralizedFisher_1D_FD_implicit", false]], "implementations.problem_classes.generalizedfisher_1d_petsc": [[112, "module-implementations.problem_classes.GeneralizedFisher_1D_PETSc", false]], "implementations.problem_classes.generic_mpifft_laplacian": [[143, "module-implementations.problem_classes.generic_MPIFFT_Laplacian", false]], "implementations.problem_classes.generic_nd_fd": [[144, "module-implementations.problem_classes.generic_ND_FD", false]], "implementations.problem_classes.grayscott_1d_fenics_implicit": [[113, "module-implementations.problem_classes.GrayScott_1D_FEniCS_implicit", false]], 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207], "convergence_controller_class": [64, 199, 207], "convergencecontrol": [41, 45, 46, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84], "convergenceerror": [41, 47, 74], "convert": [27, 35, 106, 180, 182, 186, 198, 202, 203, 207], "cool": 128, "coordin": [94, 100, 101, 115, 124, 143], "copi": [0, 5, 7, 49, 53, 150, 156, 192, 198, 205, 207], "core": [0, 2, 3, 4, 5, 7, 10, 13, 156, 175, 176, 177, 178, 179, 181, 184, 200, 201, 202, 203, 206], "correct": [0, 3, 4, 9, 10, 11, 12, 34, 35, 36, 38, 42, 49, 50, 66, 67, 92, 105, 108, 109, 126, 131, 152, 157, 163, 164, 184, 193, 203, 206], "correctli": 12, "correctt": 36, "correl": 70, "corresp": 52, "correspond": [3, 5, 10, 12, 13, 19, 26, 27, 28, 34, 35, 46, 52, 60, 69, 153, 154, 155, 156, 157, 158, 159, 160, 161, 203, 205, 207], "corrupt": 79, "cosimo": [112, 114, 118], "cost": 38, "costli": [19, 203], "could": [0, 1, 4, 12, 19, 69, 70, 78, 151, 152], "coulomb": 126, "count": [17, 18, 20, 27, 28, 30, 31, 35, 37, 45, 46, 50, 95, 103, 107, 123, 126, 130, 145, 180, 189, 190, 192, 198, 201, 202, 203, 204, 205, 207], "count_switch": [103, 107], "counter": [95, 178, 201], "counterpart": [36, 205], "coupl": [36, 52, 86, 88, 200, 206], "cours": [6, 46, 203], "cover": [5, 9, 31, 37], "coverag": 10, "coverage_process_start": [192, 205], "cp": 99, "cpp": 36, "cpu": 206, "cr": 103, "cranknicolson": [149, 151], "crash": [40, 68], "crash_at_maxit": 130, "crashbas": [68, 74], "creat": [3, 5, 9, 10, 11, 13, 16, 17, 20, 22, 26, 29, 30, 31, 33, 37, 40, 48, 61, 103, 113, 117, 131, 144, 173, 174, 175, 176, 177, 184, 195, 197, 200, 201, 202, 203, 204, 206, 207], "createbinari": [17, 20], "creation": [0, 13, 22, 26, 29, 33, 37, 178, 179, 180, 181, 182, 186, 193, 201, 202, 203, 206], "criteria": [46, 72], "criterion": [45, 70, 196, 206], "crop": 38, "crucial": [79, 203], "csc": [94, 111, 119, 120, 128, 144], "csc_matrix": [62, 92, 104, 129], "csv": 40, "ct": 7, "cube": 39, "cube_1d": 36, "cubic": 109, "cupi": [0, 5, 57, 78, 86, 97, 99, 120], "cupy_mesh": [85, 97, 99, 120], "cupymulticomponentmesh": [85, 86], "current": [3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 17, 19, 20, 22, 26, 29, 33, 37, 43, 46, 48, 49, 50, 52, 53, 62, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 92, 93, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 126, 127, 128, 129, 130, 131, 143, 144, 145, 146, 147, 148, 150, 151, 156, 159, 192, 196, 201, 205, 206, 207], "curv": 10, "custom": [2, 6, 8, 15, 42, 48, 49, 50, 51, 52, 53, 153, 154, 157, 159, 160, 161, 163, 164, 166, 167, 169, 202], "custon": [168, 170, 172], "cute": 9, "cv": 128, "cwd": [13, 17, 20, 22, 26, 29, 33, 37, 192, 205], "cycl": [14, 106], "d": [12, 15, 29, 30, 36, 37, 86, 88, 92, 101, 102, 103, 104, 106, 107, 108, 109, 110, 112, 114, 115, 116, 117, 118, 121, 123, 125, 127, 129, 130, 143, 144, 147, 192, 205], "d_collocation_accuracy_check": [176, 200], "d_mlsdc_with_particl": [186, 203], "d_pysdc_with_pytorch": [196, 206], "d_u": [113, 114, 115], "d_upwind": 104, "d_v": [113, 114, 115], "d_w": [95, 100, 101], "da": [112, 114], "dae": 0, "dahlquist": 38, "dalcin": [112, 114, 115, 118, 124, 143], "damp": 116, "daniel": [38, 40, 126], "darl": 151, "dash": 19, "dat": [13, 17, 20, 22, 26, 33], "data": [0, 3, 10, 11, 12, 13, 17, 19, 20, 22, 26, 27, 28, 29, 30, 31, 33, 34, 35, 37, 40, 43, 46, 47, 48, 49, 50, 51, 55, 60, 61, 66, 67, 79, 86, 87, 88, 89, 90, 92, 126, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 192, 193, 194, 195, 196, 197, 198, 199, 200, 202, 203, 204, 205, 206, 207], "datacheck": [54, 61], "dataerror": [41, 47], "datatyp": [7, 11, 12, 46, 86, 88, 169, 206], "datatype_class": [7, 11, 12, 64, 174, 179, 181, 200, 201, 202, 206], "date": 5, "david": [115, 124, 143], "dc": 14, "ddx": 93, "de": [116, 152], "dead": 207, "deal": [14, 175, 176, 192, 200, 201, 202, 203, 205], "dearli": [3, 10], "debug": [45, 46, 205], "decai": [113, 114, 115], "decemb": 0, "decent": [3, 10], "decid": [30, 31, 37, 77, 81, 103, 206], "decis": [0, 1], "declar": 0, "decomposit": [19, 37], "decompress": 19, "decoupl": [37, 200], "decrement": 50, "dedic": [4, 9, 106], "deem": 1, "deeper": 201, "deepli": 201, "def": [5, 6, 7, 8, 12, 13, 17, 20, 22, 26, 27, 28, 29, 30, 31, 33, 35, 37, 146, 147, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207], "default": [4, 9, 12, 17, 20, 31, 37, 46, 48, 50, 53, 58, 59, 66, 67, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 84, 113, 117, 123, 128, 131, 144, 146, 147, 150, 156, 201, 203], "default_hook": [179, 181, 201, 202], "defaultdict": [13, 22, 26, 33], "defaulthook": [179, 201], "defer": [0, 3, 10, 12, 34, 36, 38, 92, 108, 157], "defin": [0, 2, 3, 6, 7, 10, 12, 35, 39, 42, 43, 50, 52, 70, 71, 72, 74, 80, 82, 83, 84, 106, 107, 108, 111, 112, 113, 116, 117, 118, 131, 144, 146, 147, 153, 157, 179, 181, 189, 201, 202, 203, 204, 206], "definit": [0, 7, 156, 202], "degre": [27, 28, 30, 31, 35, 37, 57, 92, 111, 113, 114, 115, 117, 131, 144, 148, 173, 175, 177, 178, 179, 180, 183, 184, 185, 187, 188, 189, 190, 195, 200, 201, 202, 203, 204, 205, 206], "del": [31, 37, 192, 205], "delet": [5, 77], "delta": [2, 12, 30, 31, 37, 95, 96, 97, 98, 99, 100, 101, 105, 108, 111, 112, 113, 114, 115, 124, 131], "delta_m": 43, "demonstr": [1, 10, 11, 19, 195, 196, 197, 201, 202, 203, 204, 205, 206, 207], "denot": [12, 36, 76, 93, 95, 98, 99, 100, 101, 103, 108, 115, 116, 117, 119, 120, 124, 131, 143], "dens": 77, "densiti": 128, "depend": [0, 3, 9, 10, 11, 14, 36, 46, 58, 70, 71, 72, 73, 75, 76, 79, 80, 83, 92, 93, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 112, 114, 115, 117, 118, 120, 122, 123, 124, 127, 128, 129, 130, 143, 144, 145, 146, 147, 148, 174, 176, 178, 179, 181, 195, 200, 201, 202, 203, 204, 206], "deprec": [0, 10], "der": [15, 16, 130, 146, 147], "deriv": [12, 15, 35, 45, 48, 57, 77, 86, 88, 92, 95, 104, 107, 116, 128, 131, 144, 145, 146, 147, 148, 157], "derogatori": 1, "describ": [8, 9, 10, 12, 17, 18, 20, 39, 103, 110, 113, 114, 115, 125, 180, 202], "descript": [0, 5, 10, 12, 13, 16, 17, 20, 22, 26, 27, 28, 29, 30, 31, 33, 35, 37, 41, 45, 46, 52, 59, 66, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 177, 178, 179, 180, 181, 182, 184, 185, 186, 187, 188, 189, 190, 192, 193, 194, 195, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207], "description_mlsdc": [185, 203], "description_mssdc": [198, 207], "description_pfasst": [198, 207], "description_sdc": [185, 203], "design": 16, "desir": [19, 70, 71, 76, 82], "dest": [46, 86, 88, 89, 90], "destroi": 128, "detail": [0, 2, 3, 5, 8, 9, 10, 11, 14, 70, 124, 126, 202, 205, 206], "detect": [5, 19, 79], "detector": [16, 79], "deterior": [6, 14], "determin": [0, 1, 11, 40, 46, 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"get_extrapolated_solution() (estimateextrapolationerrornonmpi method)": [[77, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorNonMPI.get_extrapolated_solution", false]], "get_extrapolation_coefficients() (estimateextrapolationerrorbase method)": [[77, "implementations.convergence_controller_classes.estimate_extrapolation_error.EstimateExtrapolationErrorBase.get_extrapolation_coefficients", false]], "get_fig() (brusselator method)": [[105, "implementations.problem_classes.Brusselator.Brusselator.get_fig", false]], "get_fig() (problem method)": [[50, "core.problem.Problem.get_fig", false]], "get_finite_difference_matrix() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_finite_difference_matrix", false]], "get_finite_difference_stencil() (in module helpers.problem_helper)": [[57, "helpers.problem_helper.get_finite_difference_stencil", false]], "get_full_f() (rungekutta method)": [[151, 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"helpers.NCCL_communicator.NCCLComm.get_op", false]], "get_problem_dict() (battery_n_capacitors method)": [[103, "implementations.problem_classes.Battery.battery_n_capacitors.get_problem_dict", false]], "get_q_matrix() (rungekutta class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.RungeKutta.get_Q_matrix", false]], "get_qdelta_explicit() (sweeper method)": [[53, "core.sweeper.Sweeper.get_Qdelta_explicit", false]], "get_qdelta_implicit() (sweeper method)": [[53, "core.sweeper.Sweeper.get_Qdelta_implicit", false]], "get_scalar_problems_manysweep_mat() (imex_1st_order method)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order.get_scalar_problems_manysweep_mat", false]], "get_scalar_problems_manysweep_mats() (boris_2nd_order method)": [[153, "implementations.sweeper_classes.boris_2nd_order.boris_2nd_order.get_scalar_problems_manysweep_mats", false]], "get_scalar_problems_picardsweep_mats() (boris_2nd_order method)": [[153, 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"implementations.problem_classes.GeneralizedFisher_1D_PETSc.petsc_fisher_multiimplicit.get_sys_mat", false]], "get_transfer_matrix_q() (basetransfer static method)": [[42, "core.base_transfer.BaseTransfer.get_transfer_matrix_Q", false]], "get_update_order() (ark54 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK54.get_update_order", false]], "get_update_order() (ark548l2sa class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SA.get_update_order", false]], "get_update_order() (ark548l2saerk class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAERK.get_update_order", false]], "get_update_order() (ark548l2saesdirk2 class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.ARK548L2SAESDIRK2.get_update_order", false]], "get_update_order() (cash_karp class method)": [[151, "implementations.sweeper_classes.Runge_Kutta.Cash_Karp.get_update_order", false]], "get_update_order() (dirk43 class method)": [[151, 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"implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.Id", false]], "id (heat2d_petsc_forced attribute)": [[118, "implementations.problem_classes.HeatEquation_2D_PETSc_forced.heat2d_petsc_forced.Id", false]], "id (heatnd_forced attribute)": [[120, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_forced.Id", false]], "id (heatnd_unforced attribute)": [[119, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_unforced.Id", false]], "id (petsc_grayscott_multiimplicit attribute)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.petsc_grayscott_multiimplicit.Id", false]], "id (quench attribute)": [[128, "implementations.problem_classes.Quench.Quench.Id", false]], "imex_1st_order (class in implementations.sweeper_classes.imex_1st_order)": [[157, "implementations.sweeper_classes.imex_1st_order.imex_1st_order", false]], "imex_1st_order_mass (class in implementations.sweeper_classes.imex_1st_order_mass)": [[159, "implementations.sweeper_classes.imex_1st_order_mass.imex_1st_order_mass", false]], "imex_1st_order_mpi (class in implementations.sweeper_classes.imex_1st_order_mpi)": [[158, "implementations.sweeper_classes.imex_1st_order_MPI.imex_1st_order_MPI", false]], "imex_cupy_mesh (class in implementations.datatype_classes.cupy_mesh)": [[86, "implementations.datatype_classes.cupy_mesh.imex_cupy_mesh", false]], "imex_laplacian_mpifft (class in implementations.problem_classes.generic_mpifft_laplacian)": [[143, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT", false]], "imex_mesh (class in implementations.datatype_classes.mesh)": [[88, "implementations.datatype_classes.mesh.imex_mesh", false]], "impl (petsc_vec_comp2 attribute)": [[90, "implementations.datatype_classes.petsc_vec.petsc_vec_comp2.impl", false]], "impl (petsc_vec_imex attribute)": [[90, "implementations.datatype_classes.petsc_vec.petsc_vec_imex.impl", false]], "impl (rhs_fenics_mesh attribute)": [[87, 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\ No newline at end of file
diff --git a/tutorial/doc_step_2_C.html b/tutorial/doc_step_2_C.html
index 56dd843c35..23896d90d9 100644
--- a/tutorial/doc_step_2_C.html
+++ b/tutorial/doc_step_2_C.html
@@ -118,7 +118,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 06:26:04,117 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 08:57:00,351 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -128,8 +128,8 @@ <h3>Navigation</h3>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,351 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -182,34 +182,34 @@ <h3>Navigation</h3>
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
 
-2024-09-19 06:26:04,121 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
-2024-09-19 06:26:04,124 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
-2024-09-19 06:26:04,127 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
-2024-09-19 06:26:04,131 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
-2024-09-19 06:26:04,134 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
-2024-09-19 06:26:04,137 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
-2024-09-19 06:26:04,140 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
-2024-09-19 06:26:04,144 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
-2024-09-19 06:26:04,147 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
-2024-09-19 06:26:04,150 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
-2024-09-19 06:26:04,153 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
-2024-09-19 06:26:04,156 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
-2024-09-19 06:26:04,161 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
-2024-09-19 06:26:04,164 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
-2024-09-19 06:26:04,167 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
-2024-09-19 06:26:04,170 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
-2024-09-19 06:26:04,173 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
-2024-09-19 06:26:04,177 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
-2024-09-19 06:26:04,180 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
-2024-09-19 06:26:04,183 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
-2024-09-19 06:26:04,186 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
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-2024-09-19 06:26:04,193 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
-2024-09-19 06:26:04,196 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
-2024-09-19 06:26:04,197 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-09-19 08:57:00,356 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
+2024-09-19 08:57:00,359 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
+2024-09-19 08:57:00,362 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
+2024-09-19 08:57:00,365 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
+2024-09-19 08:57:00,368 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
+2024-09-19 08:57:00,372 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
+2024-09-19 08:57:00,375 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
+2024-09-19 08:57:00,378 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
+2024-09-19 08:57:00,381 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
+2024-09-19 08:57:00,384 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
+2024-09-19 08:57:00,388 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
+2024-09-19 08:57:00,391 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
+2024-09-19 08:57:00,395 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
+2024-09-19 08:57:00,398 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
+2024-09-19 08:57:00,401 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
+2024-09-19 08:57:00,404 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
+2024-09-19 08:57:00,408 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
+2024-09-19 08:57:00,411 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
+2024-09-19 08:57:00,414 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
+2024-09-19 08:57:00,417 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
+2024-09-19 08:57:00,421 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
+2024-09-19 08:57:00,424 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
+2024-09-19 08:57:00,427 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
+2024-09-19 08:57:00,430 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
+2024-09-19 08:57:00,431 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
 Error after SDC iterations: 1.166689e-05
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_3_B.html b/tutorial/doc_step_3_B.html
index 2fdb15084c..b7bac415df 100644
--- a/tutorial/doc_step_3_B.html
+++ b/tutorial/doc_step_3_B.html
@@ -145,7 +145,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 06:26:04,770 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 08:57:00,996 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -155,8 +155,8 @@ <h3>Navigation</h3>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -204,21 +204,21 @@ <h3>Navigation</h3>
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-19 06:26:06,153 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
-2024-09-19 06:26:06,160 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
-2024-09-19 06:26:06,167 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
-2024-09-19 06:26:06,174 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
-2024-09-19 06:26:06,181 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
-2024-09-19 06:26:06,188 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
-2024-09-19 06:26:06,195 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
-2024-09-19 06:26:06,201 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
-2024-09-19 06:26:06,208 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
-2024-09-19 06:26:06,215 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
-2024-09-19 06:26:06,222 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
-2024-09-19 06:26:06,225 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.45s
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-19 08:57:02,351 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
+2024-09-19 08:57:02,358 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
+2024-09-19 08:57:02,365 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
+2024-09-19 08:57:02,372 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
+2024-09-19 08:57:02,379 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
+2024-09-19 08:57:02,386 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
+2024-09-19 08:57:02,393 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
+2024-09-19 08:57:02,400 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
+2024-09-19 08:57:02,406 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
+2024-09-19 08:57:02,413 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
+2024-09-19 08:57:02,420 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
+2024-09-19 08:57:02,423 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.43s
 Total energy and deviation in iteration  0: 8799.5000000000 -- 0.00000000e+00
 Total energy and deviation in iteration 11: 8785.0038936088 -- 1.44961064e+01
 </pre></div>
diff --git a/tutorial/doc_step_4_D.html b/tutorial/doc_step_4_D.html
index b5171ef77f..707669b32f 100644
--- a/tutorial/doc_step_4_D.html
+++ b/tutorial/doc_step_4_D.html
@@ -191,7 +191,7 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.96684258</span> <span class="o">--</span>   <span class="mf">6.64410445</span> <span class="o">--</span>   <span class="mf">7.69542014</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.93434594</span> <span class="o">--</span>   <span class="mf">6.60096954</span> <span class="o">--</span>   <span class="mf">7.66078035</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span> <span class="mi">12</span><span class="p">:</span> <span class="mf">406977.9425667246</span> <span class="o">--</span> <span class="mf">2.35039652e-03</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
diff --git a/tutorial/doc_step_7_A.html b/tutorial/doc_step_7_A.html
index c19d770d26..44a7ac22ec 100644
--- a/tutorial/doc_step_7_A.html
+++ b/tutorial/doc_step_7_A.html
@@ -232,49 +232,49 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.8007</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7961</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387594756569534e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4030</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4084</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473562155116167e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4159</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4094</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.138768636885694e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5086</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5440</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387216566052821e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.2236</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1717</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473561574763597e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1743</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1695</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">5</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1150087179536389e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">11.60</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">4</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.26</span> <span class="o">--</span> <span class="mf">10.64</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1881</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1983</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_B.html b/tutorial/doc_step_7_B.html
index ef2179b0e8..b40cad185d 100644
--- a/tutorial/doc_step_7_B.html
+++ b/tutorial/doc_step_7_B.html
@@ -200,7 +200,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.41</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1321e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3848</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4530</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">8.00</span> <span class="o">/</span> <span class="mf">11.40</span> <span class="o">/</span> <span class="mf">15.00</span>
@@ -208,7 +208,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.03</span> <span class="o">--</span> <span class="mf">4.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1749e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1321</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1877</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">5.00</span> <span class="o">/</span> <span class="mf">6.60</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -216,7 +216,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">16</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.07</span> <span class="o">--</span> <span class="mf">1.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1316e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3446</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4027</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">4.00</span> <span class="o">/</span> <span class="mf">5.95</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -224,7 +224,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.02</span> <span class="o">--</span> <span class="mf">1.05</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1744e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2604</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2926</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">7.00</span> <span class="o">/</span> <span class="mf">12.45</span> <span class="o">/</span> <span class="mf">18.00</span>
@@ -232,7 +232,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.11</span> <span class="o">--</span> <span class="mf">9.65</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1306e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7981</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.9081</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span> <span class="o">/</span> <span class="mf">11.50</span> <span class="o">/</span> <span class="mf">17.00</span>
@@ -240,7 +240,7 @@ <h3>Navigation</h3>
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.04</span> <span class="o">--</span> <span class="mf">9.25</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1688e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.6660</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7314</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_C.html b/tutorial/doc_step_7_C.html
index 6bd05110ef..b244667cc2 100644
--- a/tutorial/doc_step_7_C.html
+++ b/tutorial/doc_step_7_C.html
@@ -215,7 +215,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.2511</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.8030</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -227,7 +227,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8943</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.9242</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -238,7 +238,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7805</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8208</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 <span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
 <span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
@@ -246,7 +246,7 @@ <h3>Navigation</h3>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7803</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8205</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
diff --git a/tutorial/doc_step_7_D.html b/tutorial/doc_step_7_D.html
index 77d5a0dcb7..6cf812b835 100644
--- a/tutorial/doc_step_7_D.html
+++ b/tutorial/doc_step_7_D.html
@@ -129,27 +129,27 @@ <h3>Navigation</h3>
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.7234e-03</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3063e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.4980e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3216e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.1994e-12</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">7.10e-06</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3431e-04</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.2561e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6665e-09</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.2891e-11</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.4493e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">9.17e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.0285e-06</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.9636e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.3910e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.4965e-12</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3922e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.21e-07</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.26e-01</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.7391e-02</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.3421e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.8431e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.0377e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1031e-11</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.82e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.7525e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0774e-06</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2838e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6739e-11</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1213e-13</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">5.23e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.1718e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.5910e-08</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2362e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.6118e-12</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6642e-14</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.06e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.25e-01</span>
 <span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.12e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.21e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.06e-07</span>
 </pre></div>
 </div>
 
diff --git a/tutorial/doc_step_8_C.html b/tutorial/doc_step_8_C.html
index 22bc74ac1b..b812ce20d5 100644
--- a/tutorial/doc_step_8_C.html
+++ b/tutorial/doc_step_8_C.html
@@ -355,7 +355,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 6 iterations: 3.6530e-08 / 2.0645e-13
    Errors after step   1.0000 with 6 iterations: 3.6478e-08 / 1.2759e-13
 
-...done, took 0.3290454680000039 seconds!
+...done, took 0.3308976680000342 seconds!
 -----------------------------------------------------------------------------
 Running diffusion in 1 dimensions with time-step size 0.125...
 
@@ -369,7 +369,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 3 iterations: 3.5501e-08 / 3.9957e-13
    Errors after step   1.0000 with 3 iterations: 3.6813e-08 / 1.6975e-13
 
-...done, took 0.7459281879999935 seconds!
+...done, took 0.7408457070000054 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -383,7 +383,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 4 iterations: 2.5517e-08 / 3.3307e-16
    Errors after step   1.0000 with 4 iterations: 2.9147e-08 / 4.4409e-16
 
-...done, took 0.2185391099999947 seconds!
+...done, took 0.21992689800003973 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -397,7 +397,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 2 iterations: 2.5987e-08 / 3.1841e-13
    Errors after step   1.0000 with 2 iterations: 2.9666e-08 / 3.1819e-13
 
-...done, took 0.6126157690000014 seconds!
+...done, took 0.6080810290000045 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -411,7 +411,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 6 iterations: 2.8266e-08 / 0.0000e+00
    Errors after step   1.0000 with 6 iterations: 2.8338e-08 / 0.0000e+00
 
-...done, took 0.1384536670000216 seconds!
+...done, took 0.13996988500002772 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -425,7 +425,7 @@ <h3>Navigation</h3>
    Errors after step   0.8750 with 4 iterations: 3.1486e-08 / 0.0000e+00
    Errors after step   1.0000 with 4 iterations: 3.3802e-08 / 0.0000e+00
 
-...done, took 0.1647313889999964 seconds!
+...done, took 0.1660917489999747 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>
diff --git a/tutorial/step_2.html b/tutorial/step_2.html
index be32c62b7b..8f4568b448 100644
--- a/tutorial/step_2.html
+++ b/tutorial/step_2.html
@@ -417,7 +417,7 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 06:26:04,117 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 08:57:00,351 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -427,8 +427,8 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,351 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -481,34 +481,34 @@ <h2>Part C: Using pySDC’s frontend<a class="headerlink" href="#part-c-using-py
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-19 06:26:04,117 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-19 06:26:04,121 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
-2024-09-19 06:26:04,124 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
-2024-09-19 06:26:04,127 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
-2024-09-19 06:26:04,131 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
-2024-09-19 06:26:04,134 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
-2024-09-19 06:26:04,137 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
-2024-09-19 06:26:04,140 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
-2024-09-19 06:26:04,144 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
-2024-09-19 06:26:04,147 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
-2024-09-19 06:26:04,150 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
-2024-09-19 06:26:04,153 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
-2024-09-19 06:26:04,156 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
-2024-09-19 06:26:04,161 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
-2024-09-19 06:26:04,164 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
-2024-09-19 06:26:04,167 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
-2024-09-19 06:26:04,170 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
-2024-09-19 06:26:04,173 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
-2024-09-19 06:26:04,177 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
-2024-09-19 06:26:04,180 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
-2024-09-19 06:26:04,183 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
-2024-09-19 06:26:04,186 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
-2024-09-19 06:26:04,189 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
-2024-09-19 06:26:04,193 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
-2024-09-19 06:26:04,196 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
-2024-09-19 06:26:04,197 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,352 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-19 08:57:00,356 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 4.11190756e-03
+2024-09-19 08:57:00,359 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 6.68442667e-04
+2024-09-19 08:57:00,362 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 8.80377591e-05
+2024-09-19 08:57:00,365 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.21707909e-05
+2024-09-19 08:57:00,368 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 1.38272147e-06
+2024-09-19 08:57:00,372 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 6.36445413e-07
+2024-09-19 08:57:00,375 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.68953216e-07
+2024-09-19 08:57:00,378 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 3.52601840e-08
+2024-09-19 08:57:00,381 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 6.07249025e-09
+2024-09-19 08:57:00,384 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 8.27343378e-10
+2024-09-19 08:57:00,388 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.18931339e-10
+2024-09-19 08:57:00,391 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.100000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.48499772e-11
+2024-09-19 08:57:00,395 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 6.69984764e-03
+2024-09-19 08:57:00,398 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 1.05518433e-03
+2024-09-19 08:57:00,401 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 1.40642621e-04
+2024-09-19 08:57:00,404 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 1.85982063e-05
+2024-09-19 08:57:00,408 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 2.79216702e-06
+2024-09-19 08:57:00,411 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.12278839e-06
+2024-09-19 08:57:00,414 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 2.85495353e-07
+2024-09-19 08:57:00,417 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 5.78947003e-08
+2024-09-19 08:57:00,421 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 9.68230621e-09
+2024-09-19 08:57:00,424 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 1.26313315e-09
+2024-09-19 08:57:00,427 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 1.82951499e-10
+2024-09-19 08:57:00,430 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.200000 at stage         IT_FINE: Level: 0 -- Iteration: 12 -- Sweep:  1 -- residual: 1.99691114e-11
+2024-09-19 08:57:00,431 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
 Error after SDC iterations: 1.166689e-05
 </pre></div>
 </div>
diff --git a/tutorial/step_3.html b/tutorial/step_3.html
index 1dbd2e7aee..af37013d9e 100644
--- a/tutorial/step_3.html
+++ b/tutorial/step_3.html
@@ -344,7 +344,7 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 06:26:04,770 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span>2024-09-19 08:57:00,996 - controller - controller - welcome_message - 146 - INFO: Welcome to the one and only, really very astonishing and 87.3% bug free
                                  _____ _____   _____ 
                                 / ____|  __ \ / ____|
                     _ __  _   _| (___ | |  | | |     
@@ -354,8 +354,8 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
 
 Controller: &lt;class &#39;pySDC.implementations.controller_classes.controller_nonMPI.controller_nonMPI&#39;&gt;
     all_to_done = False
@@ -403,21 +403,21 @@ <h2>Part B: Adding statistics<a class="headerlink" href="#part-b-adding-statisti
  -&gt; |  1 |   100 | SpreadStepSizesBlockwiseNonMPI
     |  2 |   200 | CheckConvergence
 
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-19 06:26:04,770 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-19 06:26:06,153 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
-2024-09-19 06:26:06,160 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
-2024-09-19 06:26:06,167 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
-2024-09-19 06:26:06,174 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
-2024-09-19 06:26:06,181 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
-2024-09-19 06:26:06,188 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
-2024-09-19 06:26:06,195 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
-2024-09-19 06:26:06,201 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
-2024-09-19 06:26:06,208 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
-2024-09-19 06:26:06,215 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
-2024-09-19 06:26:06,222 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
-2024-09-19 06:26:06,225 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.45s
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-19 08:57:00,996 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-19 08:57:02,351 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  1 -- Sweep:  1 -- residual: 3.53203678e+00
+2024-09-19 08:57:02,358 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  2 -- Sweep:  1 -- residual: 2.09852117e-01
+2024-09-19 08:57:02,365 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  3 -- Sweep:  1 -- residual: 3.50301513e-02
+2024-09-19 08:57:02,372 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  4 -- Sweep:  1 -- residual: 4.67724741e-03
+2024-09-19 08:57:02,379 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  5 -- Sweep:  1 -- residual: 7.95583202e-04
+2024-09-19 08:57:02,386 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  6 -- Sweep:  1 -- residual: 1.11405073e-04
+2024-09-19 08:57:02,393 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  7 -- Sweep:  1 -- residual: 1.26902403e-05
+2024-09-19 08:57:02,400 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  8 -- Sweep:  1 -- residual: 1.16534547e-06
+2024-09-19 08:57:02,406 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration:  9 -- Sweep:  1 -- residual: 1.66968022e-07
+2024-09-19 08:57:02,413 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 10 -- Sweep:  1 -- residual: 2.09408171e-08
+2024-09-19 08:57:02,420 - hooks - default_hook - post_sweep - 170 - INFO: Process  0 on time 0.000000 at stage         IT_FINE: Level: 0 -- Iteration: 11 -- Sweep:  1 -- residual: 2.17123386e-09
+2024-09-19 08:57:02,423 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.43s
 Total energy and deviation in iteration  0: 8799.5000000000 -- 0.00000000e+00
 Total energy and deviation in iteration 11: 8785.0038936088 -- 1.44961064e+01
 </pre></div>
diff --git a/tutorial/step_4.html b/tutorial/step_4.html
index bda9416eeb..8ff6da526b 100644
--- a/tutorial/step_4.html
+++ b/tutorial/step_4.html
@@ -619,7 +619,7 @@ <h2>Part D: MLSDC with particles<a class="headerlink" href="#part-d-mlsdc-with-p
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.96684258</span> <span class="o">--</span>   <span class="mf">6.64410445</span> <span class="o">--</span>   <span class="mf">7.69542014</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Timings</span> <span class="k">for</span> <span class="n">SDC</span><span class="p">,</span> <span class="n">MLSDC</span> <span class="ow">and</span> <span class="n">MLSDC</span><span class="o">+</span><span class="n">finter</span><span class="p">:</span>   <span class="mf">5.93434594</span> <span class="o">--</span>   <span class="mf">6.60096954</span> <span class="o">--</span>   <span class="mf">7.66078035</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span> <span class="mi">12</span><span class="p">:</span> <span class="mf">406977.9425667246</span> <span class="o">--</span> <span class="mf">2.35039652e-03</span>
 <span class="n">Total</span> <span class="n">energy</span> <span class="ow">and</span> <span class="n">relative</span> <span class="n">deviation</span> <span class="ow">in</span> <span class="n">iteration</span>  <span class="mi">0</span><span class="p">:</span> <span class="mf">407936.7556966486</span> <span class="o">--</span> <span class="mf">0.00000000e+00</span>
diff --git a/tutorial/step_7.html b/tutorial/step_7.html
index 7dbbef8387..f7005d744a 100644
--- a/tutorial/step_7.html
+++ b/tutorial/step_7.html
@@ -256,49 +256,49 @@ <h2>Part A: pySDC and FEniCS<a class="headerlink" href="#part-a-pysdc-and-fenics
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.8007</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.7961</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387594756569534e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4030</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4084</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473562155116167e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4159</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4094</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.138768636885694e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5086</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.5440</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1387216566052821e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.2236</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1717</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_timebc</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">1</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">3.2473561574763597e-07</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">3</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.10</span> <span class="o">--</span> <span class="mf">1.20</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1743</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.1695</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Variant</span> <span class="n">mass_inv</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mi">5</span> <span class="o">--</span> <span class="n">error</span> <span class="n">at</span> <span class="n">time</span> <span class="mf">1.0</span><span class="p">:</span> <span class="mf">1.1150087179536389e-08</span>
    <span class="n">Mean</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">11.60</span>
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">4</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.26</span> <span class="o">--</span> <span class="mf">10.64</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1881</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">4.1983</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
@@ -479,7 +479,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.10</span> <span class="o">--</span> <span class="mf">4.41</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1321e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3848</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4530</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">False</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">8.00</span> <span class="o">/</span> <span class="mf">11.40</span> <span class="o">/</span> <span class="mf">15.00</span>
@@ -487,7 +487,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">2.03</span> <span class="o">--</span> <span class="mf">4.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1749e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1321</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.1877</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">5.00</span> <span class="o">/</span> <span class="mf">6.60</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -495,7 +495,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">16</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.07</span> <span class="o">--</span> <span class="mf">1.14</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1316e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.3446</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.4027</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">1.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">4.00</span> <span class="o">/</span> <span class="mf">5.95</span> <span class="o">/</span> <span class="mf">8.00</span>
@@ -503,7 +503,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span> <span class="mi">19</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">1.02</span> <span class="o">--</span> <span class="mf">1.05</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1744e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2604</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.2926</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">7.00</span> <span class="o">/</span> <span class="mf">12.45</span> <span class="o">/</span> <span class="mf">18.00</span>
@@ -511,7 +511,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.11</span> <span class="o">--</span> <span class="mf">9.65</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">1.1306e-05</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7981</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.9081</span> <span class="n">sec</span><span class="o">.</span>
 
 <span class="n">Running</span> <span class="k">with</span> <span class="n">ml</span><span class="o">=</span><span class="kc">True</span> <span class="ow">and</span> <span class="n">num_procs</span><span class="o">=</span><span class="mf">10.</span><span class="o">..</span>
    <span class="n">Min</span><span class="o">/</span><span class="n">Mean</span><span class="o">/</span><span class="n">Max</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">6.00</span> <span class="o">/</span> <span class="mf">11.50</span> <span class="o">/</span> <span class="mf">17.00</span>
@@ -519,7 +519,7 @@ <h2>Part B: mpi4py-fft for parallel Fourier transforms<a class="headerlink" href
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">9</span> <span class="o">--</span> <span class="mi">10</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">3.04</span> <span class="o">--</span> <span class="mf">9.25</span>
 <span class="n">Error</span><span class="p">:</span> <span class="mf">4.1688e-06</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.6660</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.7314</span> <span class="n">sec</span><span class="o">.</span>
 
 </pre></div>
 </div>
@@ -714,7 +714,7 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.2511</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">2.8030</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -726,7 +726,7 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8943</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.9242</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -737,7 +737,7 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7805</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8208</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 <span class="n">This</span> <span class="ow">is</span> <span class="n">time</span><span class="o">-</span><span class="n">rank</span> <span class="mf">1.</span><span class="o">..</span>
 <span class="n">Number</span> <span class="n">of</span> <span class="n">iterations</span> <span class="k">for</span> <span class="n">time</span> <span class="mf">0.12</span><span class="p">:</span> <span class="mi">12</span>
@@ -745,7 +745,7 @@ <h2>Part C: Time-parallel pySDC with space-parallel PETSc<a class="headerlink" h
    <span class="n">Range</span> <span class="n">of</span> <span class="n">values</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> 
    <span class="n">Position</span> <span class="n">of</span> <span class="nb">max</span><span class="o">/</span><span class="nb">min</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span>  <span class="mi">0</span> <span class="o">--</span>  <span class="mi">0</span>
    <span class="n">Std</span> <span class="ow">and</span> <span class="n">var</span> <span class="k">for</span> <span class="n">number</span> <span class="n">of</span> <span class="n">iterations</span><span class="p">:</span> <span class="mf">0.00</span> <span class="o">--</span> <span class="mf">0.00</span>
-<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.7803</span> <span class="n">sec</span><span class="o">.</span>
+<span class="n">Time</span> <span class="n">to</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">0.8205</span> <span class="n">sec</span><span class="o">.</span>
 <span class="n">Error</span> <span class="n">vs</span><span class="o">.</span> <span class="n">PDE</span> <span class="n">solution</span><span class="p">:</span> <span class="mf">1.9479e-04</span>
 </pre></div>
 </div>
@@ -850,27 +850,27 @@ <h2>Part D: pySDC and PyTorch<a class="headerlink" href="#part-d-pysdc-and-pytor
 </pre></div>
 </div>
 <p>Results:</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.7234e-03</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3063e-05</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.4980e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.3216e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.1994e-12</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">7.10e-06</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3431e-04</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.2561e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6665e-09</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.2891e-11</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.4493e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">9.17e-07</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.0285e-06</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.9636e-08</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.3910e-10</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.4965e-12</span>
-<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.3922e-14</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.21e-07</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.26e-01</span>
+<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.7391e-02</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.3421e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.8431e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.0377e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1031e-11</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.82e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">6.7525e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.0774e-06</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2838e-09</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6739e-11</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">6.45e-03</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.1213e-13</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">5.23e-07</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span>  <span class="mi">50</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">3.1718e-05</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">100</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">8.5910e-08</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">150</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">4.2362e-10</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">200</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">1.6118e-12</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.00e-02</span><span class="p">:</span> <span class="n">Epoch</span> <span class="p">[</span> <span class="mi">250</span><span class="o">/</span> <span class="mi">250</span><span class="p">],</span> <span class="n">Loss</span><span class="p">:</span> <span class="mf">2.6642e-14</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">during</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.06e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.55e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.25e-01</span>
 <span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">6.45e-03</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">1.12e-01</span>
-<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.21e-07</span>
+<span class="n">Error</span> <span class="n">of</span> <span class="n">prediction</span> <span class="n">at</span> <span class="mf">1.00e-02</span> <span class="n">after</span> <span class="n">training</span><span class="p">:</span> <span class="mf">4.06e-07</span>
 </pre></div>
 </div>
 </section>
diff --git a/tutorial/step_8.html b/tutorial/step_8.html
index fb5daada91..c4e9ece79f 100644
--- a/tutorial/step_8.html
+++ b/tutorial/step_8.html
@@ -678,7 +678,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 6 iterations: 3.6530e-08 / 2.0645e-13
    Errors after step   1.0000 with 6 iterations: 3.6478e-08 / 1.2759e-13
 
-...done, took 0.3290454680000039 seconds!
+...done, took 0.3308976680000342 seconds!
 -----------------------------------------------------------------------------
 Running diffusion in 1 dimensions with time-step size 0.125...
 
@@ -692,7 +692,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 3 iterations: 3.5501e-08 / 3.9957e-13
    Errors after step   1.0000 with 3 iterations: 3.6813e-08 / 1.6975e-13
 
-...done, took 0.7459281879999935 seconds!
+...done, took 0.7408457070000054 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -706,7 +706,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 4 iterations: 2.5517e-08 / 3.3307e-16
    Errors after step   1.0000 with 4 iterations: 2.9147e-08 / 4.4409e-16
 
-...done, took 0.2185391099999947 seconds!
+...done, took 0.21992689800003973 seconds!
 -----------------------------------------------------------------------------
 Running advection in 1 dimensions with time-step size 0.125...
 
@@ -720,7 +720,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 2 iterations: 2.5987e-08 / 3.1841e-13
    Errors after step   1.0000 with 2 iterations: 2.9666e-08 / 3.1819e-13
 
-...done, took 0.6126157690000014 seconds!
+...done, took 0.6080810290000045 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -734,7 +734,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 6 iterations: 2.8266e-08 / 0.0000e+00
    Errors after step   1.0000 with 6 iterations: 2.8338e-08 / 0.0000e+00
 
-...done, took 0.1384536670000216 seconds!
+...done, took 0.13996988500002772 seconds!
 -----------------------------------------------------------------------------
 Running auzinger in 1 dimensions with time-step size 0.125...
 
@@ -748,7 +748,7 @@ <h2>Part C: Iteration estimator<a class="headerlink" href="#part-c-iteration-est
    Errors after step   0.8750 with 4 iterations: 3.1486e-08 / 0.0000e+00
    Errors after step   1.0000 with 4 iterations: 3.3802e-08 / 0.0000e+00
 
-...done, took 0.1647313889999964 seconds!
+...done, took 0.1660917489999747 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>