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diff --git a/_images/timings_SDC_variants_Fisher.png b/_images/timings_SDC_variants_Fisher.png
index 4effc86926..83c2b50c27 100644
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diff --git a/_images/timings_SDC_variants_GrayScott.png b/_images/timings_SDC_variants_GrayScott.png
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diff --git a/_modules/implementations/convergence_controller_classes/adaptivity.html b/_modules/implementations/convergence_controller_classes/adaptivity.html
index e0ac4ba2b5..96e493d9c9 100644
--- a/_modules/implementations/convergence_controller_classes/adaptivity.html
+++ b/_modules/implementations/convergence_controller_classes/adaptivity.html
@@ -98,7 +98,7 @@ <h1>Source code for implementations.convergence_controller_classes.adaptivity</h
 <span class="sd">        Returns:</span>
 <span class="sd">            None</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">step_limiter_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;dt_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_max&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_max&#39;</span><span class="p">]</span>
+        <span class="n">step_limiter_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;dt_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_max&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_max&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_rel_min_slope&#39;</span><span class="p">]</span>
         <span class="n">available_keys</span> <span class="o">=</span> <span class="p">[</span><span class="n">me</span> <span class="k">for</span> <span class="n">me</span> <span class="ow">in</span> <span class="n">step_limiter_keys</span> <span class="k">if</span> <span class="n">me</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="vm">__dict__</span><span class="o">.</span><span class="n">keys</span><span class="p">()]</span>
 
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diff --git a/_modules/implementations/convergence_controller_classes/step_size_limiter.html b/_modules/implementations/convergence_controller_classes/step_size_limiter.html
index 95fdcdca75..0c9aea2673 100644
--- a/_modules/implementations/convergence_controller_classes/step_size_limiter.html
+++ b/_modules/implementations/convergence_controller_classes/step_size_limiter.html
@@ -85,7 +85,7 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
 <span class="sd">        Returns:</span>
 <span class="sd">            None</span>
 <span class="sd">        &quot;&quot;&quot;</span>
-        <span class="n">slope_limiter_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;dt_slope_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_max&#39;</span><span class="p">]</span>
+        <span class="n">slope_limiter_keys</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;dt_slope_min&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_slope_max&#39;</span><span class="p">,</span> <span class="s1">&#39;dt_rel_min_slope&#39;</span><span class="p">]</span>
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@@ -143,7 +143,9 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Class to set limits to adaptive step size computation during run time</span>
 
-<span class="sd">    Please supply dt_min or dt_max in the params to limit in either direction</span>
+<span class="sd">    Please supply `dt_slope_min` or `dt_slope_max` in the params to limit in either direction.</span>
+<span class="sd">    You can also supply `dt_rel_min_slope` in order to keep the old step size in case the relative change is smaller</span>
+<span class="sd">    than this minimum.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
 <div class="viewcode-block" id="StepSizeSlopeLimiter.setup">
@@ -164,6 +166,7 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
             <span class="s2">&quot;control_order&quot;</span><span class="p">:</span> <span class="mi">91</span><span class="p">,</span>
             <span class="s2">&quot;dt_slope_min&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
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+            <span class="s2">&quot;dt_rel_min_slope&quot;</span><span class="p">:</span> <span class="mi">0</span><span class="p">,</span>
         <span class="p">}</span>
         <span class="k">return</span> <span class="p">{</span><span class="o">**</span><span class="n">defaults</span><span class="p">,</span> <span class="o">**</span><span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">setup</span><span class="p">(</span><span class="n">controller</span><span class="p">,</span> <span class="n">params</span><span class="p">,</span> <span class="n">description</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)}</span></div>
 
@@ -201,6 +204,12 @@ <h1>Source code for implementations.convergence_controller_classes.step_size_lim
                         <span class="n">S</span><span class="p">,</span>
                     <span class="p">)</span>
                     <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">=</span> <span class="n">dt_new</span>
+                <span class="k">elif</span> <span class="nb">abs</span><span class="p">(</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">/</span> <span class="n">L</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&lt;</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt_rel_min_slope</span><span class="p">:</span>
+                    <span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span> <span class="o">=</span> <span class="n">L</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">dt</span>
+                    <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">(</span>
+                        <span class="sa">f</span><span class="s2">&quot;Step size did not change sufficiently to warrant step size change, keeping </span><span class="si">{</span><span class="n">L</span><span class="o">.</span><span class="n">status</span><span class="o">.</span><span class="n">dt_new</span><span class="si">:</span><span class="s2">.2e</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">,</span>
+                        <span class="n">S</span><span class="p">,</span>
+                    <span class="p">)</span>
 
         <span class="k">return</span> <span class="kc">None</span></div>
 </div>
diff --git a/coverage/class_index.html b/coverage/class_index.html
index 79a3458d2d..fd2355ac48 100644
--- a/coverage/class_index.html
+++ b/coverage/class_index.html
@@ -55,7 +55,7 @@ <h2>
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         <p class="text">
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -5381,10 +5381,10 @@ <h2>
             <tr class="total">
                 <td class="name left">Total</td>
                 <td class="name left">&nbsp;</td>
-                <td>26113</td>
+                <td>26116</td>
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                 <td>4997</td>
-                <td class="right" data-ratio="20400 26113">78%</td>
+                <td class="right" data-ratio="20403 26116">78%</td>
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@@ -5397,7 +5397,7 @@ <h2>
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+            created at 2024-09-16 12:43 +0000
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index e5e3ffe45f..5247046984 100644
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+++ b/coverage/function_index.html
@@ -55,7 +55,7 @@ <h2>
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             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
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+            created at 2024-09-16 12:43 +0000
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-                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t96">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
-                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t96"><data value='setup'>StepSizeSlopeLimiter.setup</data></a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t98">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t98"><data value='setup'>StepSizeSlopeLimiter.setup</data></a></td>
                 <td>2</td>
                 <td>0</td>
                 <td>1</td>
                 <td class="right" data-ratio="2 2">100%</td>
             </tr>
             <tr class="region">
-                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t115">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
-                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t115"><data value='get_new_step_size'>StepSizeSlopeLimiter.get_new_step_size</data></a></td>
-                <td>11</td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t118">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
+                <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html#t118"><data value='get_new_step_size'>StepSizeSlopeLimiter.get_new_step_size</data></a></td>
+                <td>14</td>
                 <td>0</td>
                 <td>0</td>
-                <td class="right" data-ratio="11 11">100%</td>
+                <td class="right" data-ratio="14 14">100%</td>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
@@ -16629,10 +16629,10 @@ <h2>
             <tr class="total">
                 <td class="name left">Total</td>
                 <td class="name left">&nbsp;</td>
-                <td>26113</td>
+                <td>26116</td>
                 <td>5713</td>
                 <td>4997</td>
-                <td class="right" data-ratio="20400 26113">78%</td>
+                <td class="right" data-ratio="20403 26116">78%</td>
             </tr>
         </tfoot>
     </table>
@@ -16645,7 +16645,7 @@ <h2>
     <div class="content">
         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
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+            created at 2024-09-16 12:43 +0000
         </p>
     </div>
     <aside class="hidden">
diff --git a/coverage/index.html b/coverage/index.html
index f23488b32e..5072dc5c71 100644
--- a/coverage/index.html
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@@ -54,7 +54,7 @@ <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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     </div>
 </header>
@@ -331,10 +331,10 @@ <h2>
             </tr>
             <tr class="region">
                 <td class="name left"><a href="z_c28af68f8f845bbd_step_size_limiter_py.html">pySDC/implementations/convergence_controller_classes/step_size_limiter.py</a></td>
-                <td>40</td>
+                <td>43</td>
                 <td>0</td>
                 <td>2</td>
-                <td class="right" data-ratio="40 40">100%</td>
+                <td class="right" data-ratio="43 43">100%</td>
             </tr>
             <tr class="region">
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@@ -2412,10 +2412,10 @@ <h2>
         <tfoot>
             <tr class="total">
                 <td class="name left">Total</td>
-                <td>26113</td>
+                <td>26116</td>
                 <td>5713</td>
                 <td>5000</td>
-                <td class="right" data-ratio="20400 26113">78%</td>
+                <td class="right" data-ratio="20403 26116">78%</td>
             </tr>
         </tfoot>
     </table>
@@ -2428,7 +2428,7 @@ <h2>
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         <p>
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
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diff --git a/coverage/status.json b/coverage/status.json
index f187f6e153..eb1d38abcd 100644
--- a/coverage/status.json
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-            created at 2024-09-14 06:55 +0000
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-            created at 2024-09-14 06:55 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_b9c274c7ffe3e178_imex_1st_order_MPI_py.html b/coverage/z_b9c274c7ffe3e178_imex_1st_order_MPI_py.html
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-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_b9c274c7ffe3e178_imex_1st_order_py.html b/coverage/z_b9c274c7ffe3e178_imex_1st_order_py.html
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+            created at 2024-09-16 12:43 +0000
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-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c032a2f084ee6f96_standard_integrators_py.html b/coverage/z_c032a2f084ee6f96_standard_integrators_py.html
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diff --git a/coverage/z_c11e9d9b9bfcaf22_TestODE_py.html b/coverage/z_c11e9d9b9bfcaf22_TestODE_py.html
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diff --git a/coverage/z_c28af68f8f845bbd_adaptive_collocation_py.html b/coverage/z_c28af68f8f845bbd_adaptive_collocation_py.html
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-            created at 2024-09-14 06:55 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_adaptivity_py.html b/coverage/z_c28af68f8f845bbd_adaptivity_py.html
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_basic_restarting_py.html b/coverage/z_c28af68f8f845bbd_basic_restarting_py.html
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -423,7 +423,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_check_convergence_py.html b/coverage/z_c28af68f8f845bbd_check_convergence_py.html
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -251,7 +251,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_check_iteration_estimator_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     </div>
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diff --git a/coverage/z_c28af68f8f845bbd_check_iteration_estimator_py.html b/coverage/z_c28af68f8f845bbd_check_iteration_estimator_py.html
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@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_crash_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -226,7 +226,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_crash_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_crash_py.html b/coverage/z_c28af68f8f845bbd_crash_py.html
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -236,7 +236,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_estimate_contraction_factor_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_estimate_contraction_factor_py.html b/coverage/z_c28af68f8f845bbd_estimate_contraction_factor_py.html
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@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -184,7 +184,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_estimate_embedded_error_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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diff --git a/coverage/z_c28af68f8f845bbd_estimate_embedded_error_py.html b/coverage/z_c28af68f8f845bbd_estimate_embedded_error_py.html
index 561ed60c90..667fb41580 100644
--- a/coverage/z_c28af68f8f845bbd_estimate_embedded_error_py.html
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@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_estimate_extrapolation_error_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -442,7 +442,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_estimate_extrapolation_error_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     </div>
 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_estimate_extrapolation_error_py.html b/coverage/z_c28af68f8f845bbd_estimate_extrapolation_error_py.html
index 78045ac6ef..92bffb20dc 100644
--- a/coverage/z_c28af68f8f845bbd_estimate_extrapolation_error_py.html
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@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_estimate_polynomial_error_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -601,7 +601,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_estimate_polynomial_error_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     </div>
 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_estimate_polynomial_error_py.html b/coverage/z_c28af68f8f845bbd_estimate_polynomial_error_py.html
index a5d3651a5a..9c1927ff75 100644
--- a/coverage/z_c28af68f8f845bbd_estimate_polynomial_error_py.html
+++ b/coverage/z_c28af68f8f845bbd_estimate_polynomial_error_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_hotrod_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
         <aside class="hidden">
             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -267,7 +267,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_hotrod_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_hotrod_py.html b/coverage/z_c28af68f8f845bbd_hotrod_py.html
index 1a1660e4bc..cfc9bc7703 100644
--- a/coverage/z_c28af68f8f845bbd_hotrod_py.html
+++ b/coverage/z_c28af68f8f845bbd_hotrod_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_inexactness_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
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@@ -245,7 +245,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_inexactness_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
     </div>
 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_inexactness_py.html b/coverage/z_c28af68f8f845bbd_inexactness_py.html
index f4b5658fe9..4a72897c81 100644
--- a/coverage/z_c28af68f8f845bbd_inexactness_py.html
+++ b/coverage/z_c28af68f8f845bbd_inexactness_py.html
@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -176,7 +176,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_interpolate_between_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
     </div>
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diff --git a/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html b/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html
index ad1bacb98a..912989a3d1 100644
--- a/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html
+++ b/coverage/z_c28af68f8f845bbd_interpolate_between_restarts_py.html
@@ -65,7 +65,7 @@ <h2>
             <a id="nextFileLink" class="nav" href="z_c28af68f8f845bbd_spread_step_sizes_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
         </p>
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             <button type="button" class="button_next_chunk" data-shortcut="j"></button>
@@ -196,7 +196,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_spread_step_sizes_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     </div>
 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html b/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
index 55381ee437..db9e8e8f89 100644
--- a/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
+++ b/coverage/z_c28af68f8f845bbd_spread_step_sizes_py.html
@@ -65,7 +65,7 @@ <h2>
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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@@ -316,7 +316,7 @@ <h2>
             <a class="nav" href="z_c28af68f8f845bbd_step_size_limiter_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 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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 </footer>
diff --git a/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html b/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
index a0a27138b9..c645c54004 100644
--- a/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
+++ b/coverage/z_c28af68f8f845bbd_step_size_limiter_py.html
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             &nbsp; &nbsp; &nbsp;
             <a class="nav" href="https://coverage.readthedocs.io/en/7.6.1">coverage.py v7.6.1</a>,
-            created at 2024-09-14 06:55 +0000
+            created at 2024-09-16 12:43 +0000
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     <p class="pln"><span class="n"><a id="t41" href="#t41">41</a></span><span class="t"><span class="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">        <span class="nam">slope_limiter_keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'dt_slope_min'</span><span class="op">,</span> <span class="str">'dt_slope_max'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t42" href="#t42">42</a></span><span class="t">        <span class="nam">slope_limiter_keys</span> <span class="op">=</span> <span class="op">[</span><span class="str">'dt_slope_min'</span><span class="op">,</span> <span class="str">'dt_slope_max'</span><span class="op">,</span> <span class="str">'dt_rel_min_slope'</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t43" href="#t43">43</a></span><span class="t">        <span class="nam">available_keys</span> <span class="op">=</span> <span class="op">[</span><span class="nam">me</span> <span class="key">for</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">slope_limiter_keys</span> <span class="key">if</span> <span class="nam">me</span> <span class="key">in</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">__dict__</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
     <p class="pln"><span class="n"><a id="t44" href="#t44">44</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
     <p class="run"><span class="n"><a id="t45" href="#t45">45</a></span><span class="t">        <span class="key">if</span> <span class="nam">len</span><span class="op">(</span><span class="nam">available_keys</span><span class="op">)</span> <span class="op">></span> <span class="num">0</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
@@ -173,63 +173,72 @@ <h2>
     <p class="pln"><span class="n"><a id="t91" href="#t91">91</a></span><span class="t">    <span class="str">"""</span>&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">    Class to set limits to adaptive step size computation during run time</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">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t94" href="#t94">94</a></span><span class="t"><span class="str">    Please supply dt_min or dt_max in the params to limit in either direction</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="exc show_exc"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t">    <span class="key">def</span> <span class="nam">setup</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t"><span class="str">        Define parameters here</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        Args:</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"><span class="str">            controller (pySDC.Controller): The controller</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"><span class="str">            params (dict): The params passed for this specific convergence controller</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">            description (dict): The description object used to instantiate the controller</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="pln"><span class="n"><a id="t106" href="#t106">106</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t"><span class="str">            (dict): The updated params dictionary</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="str">        """</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">        <span class="nam">defaults</span> <span class="op">=</span> <span class="op">{</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t110" href="#t110">110</a></span><span class="t">            <span class="str">"control_order"</span><span class="op">:</span> <span class="num">91</span><span class="op">,</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">            <span class="str">"dt_slope_min"</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="t112" href="#t112">112</a></span><span class="t">            <span class="str">"dt_slope_max"</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</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="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t114" href="#t114">114</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="op">**</span><span class="nam">defaults</span><span class="op">,</span> <span class="op">**</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">setup</span><span class="op">(</span><span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t115" href="#t115">115</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t116" href="#t116">116</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_new_step_size</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">S</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t"><span class="str">        Enforce an upper and lower limit to the slope of the step size here.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t"><span class="str">        The final step is adjusted such that we reach Tend as best as possible, which might give step sizes below</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t"><span class="str">        the lower limit set here.</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">            controller (pySDC.Controller): The controller</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t"><span class="str">            S (pySDC.Step): The current step</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t126" href="#t126">126</a></span><span class="t"><span class="str">        Returns:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="str">            None</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="str">        """</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t">        <span class="key">for</span> <span class="nam">L</span> <span class="key">in</span> <span class="nam">S</span><span class="op">.</span><span class="nam">levels</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t130" href="#t130">130</a></span><span class="t">            <span class="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</span><span class="op">:</span>&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="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_slope_min</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
-    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">                    <span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_min</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t133" href="#t133">133</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t134" href="#t134">134</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size slope is below minimum, increasing from </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span>    <span class="xx">\</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">                                                                                                 <span class="fst"> to \</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"><span class="op">{</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">"</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">S</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="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">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</span>&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="key">elif</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_max</span><span class="op">:</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">                    <span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_max</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t142" href="#t142">142</a></span><span class="t">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t143" href="#t143">143</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size slope exceeds maximum, decreasing from </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span>    <span class="xx">\</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">                                                                                                <span class="fst"> to \</span>&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="op">{</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</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="t146" href="#t146">146</a></span><span class="t">                        <span class="nam">S</span><span class="op">,</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="op">)</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><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">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</span>&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t149" href="#t149">149</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
-    <p class="pln"><span class="n"><a id="t150" href="#t150">150</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="t94" href="#t94">94</a></span><span class="t"><span class="str">    Please supply `dt_slope_min` or `dt_slope_max` in the params to limit in either direction.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t95" href="#t95">95</a></span><span class="t"><span class="str">    You can also supply `dt_rel_min_slope` in order to keep the old step size in case the relative change is smaller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t96" href="#t96">96</a></span><span class="t"><span class="str">    than this minimum.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t97" href="#t97">97</a></span><span class="t"><span class="str">    """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t98" href="#t98">98</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="exc show_exc"><span class="n"><a id="t99" href="#t99">99</a></span><span class="t">    <span class="key">def</span> <span class="nam">setup</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t100" href="#t100">100</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t101" href="#t101">101</a></span><span class="t"><span class="str">        Define parameters here</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="pln"><span class="n"><a id="t103" href="#t103">103</a></span><span class="t"><span class="str">        Args:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t104" href="#t104">104</a></span><span class="t"><span class="str">            controller (pySDC.Controller): The controller</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"><span class="str">            params (dict): The params passed for this specific convergence controller</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"><span class="str">            description (dict): The description object used to instantiate the controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t107" href="#t107">107</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t108" href="#t108">108</a></span><span class="t"><span class="str">        Returns:</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"><span class="str">            (dict): The updated params dictionary</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="str">        """</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">        <span class="nam">defaults</span> <span class="op">=</span> <span class="op">{</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">            <span class="str">"control_order"</span><span class="op">:</span> <span class="num">91</span><span class="op">,</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t113" href="#t113">113</a></span><span class="t">            <span class="str">"dt_slope_min"</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="t114" href="#t114">114</a></span><span class="t">            <span class="str">"dt_slope_max"</span><span class="op">:</span> <span class="nam">np</span><span class="op">.</span><span class="nam">inf</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">            <span class="str">"dt_rel_min_slope"</span><span class="op">:</span> <span class="num">0</span><span class="op">,</span>&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="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t117" href="#t117">117</a></span><span class="t">        <span class="key">return</span> <span class="op">{</span><span class="op">**</span><span class="nam">defaults</span><span class="op">,</span> <span class="op">**</span><span class="nam">super</span><span class="op">(</span><span class="op">)</span><span class="op">.</span><span class="nam">setup</span><span class="op">(</span><span class="nam">controller</span><span class="op">,</span> <span class="nam">params</span><span class="op">,</span> <span class="nam">description</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t118" href="#t118">118</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t119" href="#t119">119</a></span><span class="t">    <span class="key">def</span> <span class="nam">get_new_step_size</span><span class="op">(</span><span class="nam">self</span><span class="op">,</span> <span class="nam">controller</span><span class="op">,</span> <span class="nam">S</span><span class="op">,</span> <span class="op">**</span><span class="nam">kwargs</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t120" href="#t120">120</a></span><span class="t">        <span class="str">"""</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t121" href="#t121">121</a></span><span class="t"><span class="str">        Enforce an upper and lower limit to the slope of the step size here.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t122" href="#t122">122</a></span><span class="t"><span class="str">        The final step is adjusted such that we reach Tend as best as possible, which might give step sizes below</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t123" href="#t123">123</a></span><span class="t"><span class="str">        the lower limit set here.</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t124" href="#t124">124</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t125" href="#t125">125</a></span><span class="t"><span class="str">        Args:</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"><span class="str">            controller (pySDC.Controller): The controller</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t127" href="#t127">127</a></span><span class="t"><span class="str">            S (pySDC.Step): The current step</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t128" href="#t128">128</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t129" href="#t129">129</a></span><span class="t"><span class="str">        Returns:</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"><span class="str">            None</span>&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="str">        """</span>&nbsp;</span><span class="r"></span></p>
+    <p class="run"><span class="n"><a id="t132" href="#t132">132</a></span><span class="t">        <span class="key">for</span> <span class="nam">L</span> <span class="key">in</span> <span class="nam">S</span><span class="op">.</span><span class="nam">levels</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">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="key">is</span> <span class="key">not</span> <span class="key">None</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="key">if</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_slope_min</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">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_min</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">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t137" href="#t137">137</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size slope is below minimum, increasing from </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span>    <span class="xx">\</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="fst"> to \</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"><span class="op">{</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">"</span><span class="op">,</span>&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">S</span><span class="op">,</span>&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="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">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</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">elif</span> <span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_max</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">                    <span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</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">params</span><span class="op">.</span><span class="nam">dt_slope_max</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">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</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">                        <span class="fst">f"</span><span class="fst">Step size slope exceeds maximum, decreasing from </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span>    <span class="xx">\</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t147" href="#t147">147</a></span><span class="t">                                                                                                <span class="fst"> to \</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="op">{</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">"</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">S</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="op">)</span>&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="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">dt_new</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t152" href="#t152">152</a></span><span class="t">                <span class="key">elif</span> <span class="nam">abs</span><span class="op">(</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">/</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</span> <span class="op">-</span> <span class="num">1</span><span class="op">)</span> <span class="op">&lt;</span> <span class="nam">self</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt_rel_min_slope</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><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">status</span><span class="op">.</span><span class="nam">dt_new</span> <span class="op">=</span> <span class="nam">L</span><span class="op">.</span><span class="nam">params</span><span class="op">.</span><span class="nam">dt</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">                    <span class="nam">self</span><span class="op">.</span><span class="nam">log</span><span class="op">(</span>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t155" href="#t155">155</a></span><span class="t">                        <span class="fst">f"</span><span class="fst">Step size did not change sufficiently to warrant step size change, keeping </span><span class="op">{</span><span class="nam">L</span><span class="op">.</span><span class="nam">status</span><span class="op">.</span><span class="nam">dt_new</span><span class="op">:</span><span class="fst">.2e</span><span class="op">}</span><span class="fst">"</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="nam">S</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>&nbsp;</span><span class="r"></span></p>
+    <p class="pln"><span class="n"><a id="t158" href="#t158">158</a></span><span class="t">&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="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
 </main>
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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+            created at 2024-09-16 12:43 +0000
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index 1680df5f76..9366b4a74f 100644
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+++ b/coverage/z_cf9ddae6e6f0d80b_AllenCahn_contracting_circle_py.html
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+            created at 2024-09-16 12:43 +0000
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index 49a150aafa..e93ab8f68e 100644
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+++ b/coverage/z_cf9ddae6e6f0d80b_AllenCahn_monitor_py.html
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+            created at 2024-09-16 12:43 +0000
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index 2f49a6dc3c..2e41f8ef24 100644
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+++ b/coverage/z_cf9ddae6e6f0d80b_pySDC_with_PETSc_py.html
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+            created at 2024-09-16 12:43 +0000
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index d772420cfa..c242aa10a9 100644
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+            created at 2024-09-16 12:43 +0000
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diff --git a/projects/Hamiltonian.html b/projects/Hamiltonian.html
index e8545ced78..e8ee8f20fe 100644
--- a/projects/Hamiltonian.html
+++ b/projects/Hamiltonian.html
@@ -866,7 +866,7 @@ <h2>Fermi-Pasta-Ulam-Tsingou problem<a class="headerlink" href="#fermi-pasta-ula
    <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">7</span> 
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 </div>
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diff --git a/projects/doc_fput.html b/projects/doc_fput.html
index 59918cc3a4..4590b218fd 100644
--- a/projects/doc_fput.html
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diff --git a/pySDC/implementations.convergence_controller_classes.step_size_limiter.html b/pySDC/implementations.convergence_controller_classes.step_size_limiter.html
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+++ b/pySDC/implementations.convergence_controller_classes.step_size_limiter.html
@@ -121,7 +121,9 @@ <h3>Navigation</h3>
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">StepSizeSlopeLimiter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeSlopeLimiter"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ConvergenceController</span></code></p>
 <p>Class to set limits to adaptive step size computation during run time</p>
-<p>Please supply dt_min or dt_max in the params to limit in either direction</p>
+<p>Please supply <cite>dt_slope_min</cite> or <cite>dt_slope_max</cite> in the params to limit in either direction.
+You can also supply <cite>dt_rel_min_slope</cite> in order to keep the old step size in case the relative change is smaller
+than this minimum.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size">
 <span class="sig-name descname"><span class="pre">get_new_step_size</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">controller</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">S</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/implementations/convergence_controller_classes/step_size_limiter.html#StepSizeSlopeLimiter.get_new_step_size"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#implementations.convergence_controller_classes.step_size_limiter.StepSizeSlopeLimiter.get_new_step_size" title="Link to this definition">¶</a></dt>
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"implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft", false]], "fft (nonlinearschroedinger_imex attribute)": [[124, "implementations.problem_classes.NonlinearSchroedinger_MPIFFT.nonlinearschroedinger_imex.fft", false]], "fft_backend (imex_laplacian_mpifft attribute)": [[143, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft_backend", false]], "fft_comm_backend (imex_laplacian_mpifft attribute)": [[143, "implementations.problem_classes.generic_MPIFFT_Laplacian.IMEX_Laplacian_MPIFFT.fft_comm_backend", false]], "fft_to_fft (class in implementations.transfer_classes.transfermesh_mpifft)": [[169, "implementations.transfer_classes.TransferMesh_MPIFFT.fft_to_fft", false]], "fields (class in implementations.datatype_classes.particles)": [[89, "implementations.datatype_classes.particles.fields", false]], "fields.electric (class in implementations.datatype_classes.particles)": [[89, "implementations.datatype_classes.particles.fields.electric", false]], "fields.magnetic (class in implementations.datatype_classes.particles)": [[89, "implementations.datatype_classes.particles.fields.magnetic", false]], "figsize() (in module helpers.plot_helper)": [[56, "helpers.plot_helper.figsize", false]], "figsize_by_journal() (in module helpers.plot_helper)": [[56, "helpers.plot_helper.figsize_by_journal", false]], "filter_stats() (in module helpers.stats_helper)": [[60, "helpers.stats_helper.filter_stats", false]], "fine (base_transfer_mass attribute)": [[164, "implementations.transfer_classes.BaseTransfer_mass.base_transfer_mass.fine", false]], "fine (base_transfer_mpi attribute)": [[163, "implementations.transfer_classes.BaseTransferMPI.base_transfer_MPI.fine", false]], "fine (basetransfer attribute)": [[42, "core.base_transfer.BaseTransfer.fine", false]], "fine_prob (spacetransfer attribute)": [[51, "core.space_transfer.SpaceTransfer.fine_prob", false]], "firsttimestep() (bdf2 method)": [[135, "implementations.problem_classes.acoustic_helpers.standard_integrators.bdf2.firsttimestep", false], [141, "implementations.problem_classes.boussinesq_helpers.standard_integrators.bdf2.firsttimestep", false]], "fisher_full (class in implementations.problem_classes.generalizedfisher_1d_petsc)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_full", false]], "fisher_reaction (class in implementations.problem_classes.generalizedfisher_1d_petsc)": [[112, "implementations.problem_classes.GeneralizedFisher_1D_PETSc.Fisher_reaction", false]], "fix_bc_for_residual (fenics_heat_mass attribute)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass.fix_bc_for_residual", false]], "fix_bc_for_residual (fenics_heat_mass_timebc attribute)": [[117, "implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced.fenics_heat_mass_timebc.fix_bc_for_residual", false]], "fix_residual() (fenics_heat_mass 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 (cranknicholson attribute)": [[151, "implementations.sweeper_classes.Runge_Kutta.CrankNicholson.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, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_diffusion", false]], "grayscott_imex_linear (class in implementations.problem_classes.grayscott_mpifft)": [[115, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_imex_linear", false]], "grayscott_mi_diffusion (class in implementations.problem_classes.grayscott_mpifft)": [[115, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_mi_diffusion", false]], "grayscott_mi_linear (class in implementations.problem_classes.grayscott_mpifft)": [[115, "implementations.problem_classes.GrayScott_MPIFFT.grayscott_mi_linear", false]], "grids (genericndimfindiff property)": [[144, "implementations.problem_classes.generic_ND_FD.GenericNDimFinDiff.grids", false]], "gs_full (class in implementations.problem_classes.grayscott_2d_petsc_periodic)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_full", false]], "gs_reaction (class in implementations.problem_classes.grayscott_2d_petsc_periodic)": [[114, "implementations.problem_classes.GrayScott_2D_PETSc_periodic.GS_reaction", false]], "h (boussinesq_2d_imex attribute)": [[104, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.h", false]], "harmonic_oscillator (class in implementations.problem_classes.harmonicoscillator)": [[116, "implementations.problem_classes.HarmonicOscillator.harmonic_oscillator", false]], "heat2d_petsc_forced (class in implementations.problem_classes.heatequation_2d_petsc_forced)": [[118, "implementations.problem_classes.HeatEquation_2D_PETSc_forced.heat2d_petsc_forced", false]], "heatnd_forced (class in implementations.problem_classes.heatequation_nd_fd)": [[119, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_forced", false]], "heatnd_forced (class in implementations.problem_classes.heatequation_nd_fd_cupy)": [[120, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_forced", false]], "heatnd_unforced (class in implementations.problem_classes.heatequation_nd_fd)": [[119, "implementations.problem_classes.HeatEquation_ND_FD.heatNd_unforced", false]], "heatnd_unforced (class in implementations.problem_classes.heatequation_nd_fd_cupy)": [[120, "implementations.problem_classes.HeatEquation_ND_FD_CuPy.heatNd_unforced", false]], "helpers": [[54, "module-helpers", false]], "helpers.nccl_communicator": [[55, "module-helpers.NCCL_communicator", false]], "helpers.plot_helper": [[56, "module-helpers.plot_helper", false]], "helpers.problem_helper": [[57, "module-helpers.problem_helper", false]], "helpers.pysdc_helper": [[58, "module-helpers.pysdc_helper", false]], "helpers.setup_helper": [[59, "module-helpers.setup_helper", false]], "helpers.stats_helper": [[60, "module-helpers.stats_helper", false]], "helpers.testing": [[61, "module-helpers.testing", false]], "helpers.transfer_helper": [[62, "module-helpers.transfer_helper", false]], "helpers.visualization_tools": [[63, "module-helpers.visualization_tools", false]], "henon_heiles (class in implementations.problem_classes.henonheiles)": [[121, "implementations.problem_classes.HenonHeiles.henon_heiles", false]], "heun_euler (class in implementations.sweeper_classes.runge_kutta)": [[151, "implementations.sweeper_classes.Runge_Kutta.Heun_Euler", false]], "hooks (class in core.hooks)": [[48, "core.hooks.Hooks", false]], "hooks (controller property)": [[45, "core.controller.Controller.hooks", false]], "hotrod (class in implementations.convergence_controller_classes.hotrod)": [[79, "implementations.convergence_controller_classes.hotrod.HotRod", false]], "id (acoustic_1d_imex attribute)": [[92, "implementations.problem_classes.AcousticAdvection_1D_FD_imex.acoustic_1d_imex.Id", false]], "id (advectionnd attribute)": [[94, "implementations.problem_classes.AdvectionEquation_ND_FD.advectionNd.Id", false]], "id (boussinesq_2d_imex attribute)": [[104, "implementations.problem_classes.Boussinesq_2D_FD_imex.boussinesq_2d_imex.Id", false]], "id (genericndimfindiff attribute)": [[144, "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]], "implementations.problem_classes.grayscott_2d_petsc_periodic": [[114, "module-implementations.problem_classes.GrayScott_2D_PETSc_periodic", false]], "implementations.problem_classes.grayscott_mpifft": [[115, "module-implementations.problem_classes.GrayScott_MPIFFT", false]], "implementations.problem_classes.harmonicoscillator": [[116, "module-implementations.problem_classes.HarmonicOscillator", false]], "implementations.problem_classes.heatequation_1d_fenics_matrix_forced": [[117, "module-implementations.problem_classes.HeatEquation_1D_FEniCS_matrix_forced", false]], "implementations.problem_classes.heatequation_2d_petsc_forced": [[118, "module-implementations.problem_classes.HeatEquation_2D_PETSc_forced", false]], "implementations.problem_classes.heatequation_nd_fd": [[119, "module-implementations.problem_classes.HeatEquation_ND_FD", false]], "implementations.problem_classes.heatequation_nd_fd_cupy": [[120, "module-implementations.problem_classes.HeatEquation_ND_FD_CuPy", false]], "implementations.problem_classes.henonheiles": [[121, "module-implementations.problem_classes.HenonHeiles", false]], "implementations.problem_classes.logisticequation": [[122, "module-implementations.problem_classes.LogisticEquation", false]], "implementations.problem_classes.lorenz": [[123, "module-implementations.problem_classes.Lorenz", false]], "implementations.problem_classes.nonlinear_ode_1": [[145, "module-implementations.problem_classes.nonlinear_ODE_1", false]], "implementations.problem_classes.nonlinearschroedinger_mpifft": [[124, "module-implementations.problem_classes.NonlinearSchroedinger_MPIFFT", false]], "implementations.problem_classes.odescalar": [[146, "module-implementations.problem_classes.odeScalar", false]], "implementations.problem_classes.odesystem": [[147, "module-implementations.problem_classes.odeSystem", false]], "implementations.problem_classes.outersolarsystem": [[125, "module-implementations.problem_classes.OuterSolarSystem", false]], "implementations.problem_classes.penningtrap_3d": [[126, "module-implementations.problem_classes.PenningTrap_3D", false]], "implementations.problem_classes.piline": [[127, "module-implementations.problem_classes.Piline", false]], "implementations.problem_classes.polynomial_test_problem": [[148, "module-implementations.problem_classes.polynomial_test_problem", false]], "implementations.problem_classes.quench": [[128, "module-implementations.problem_classes.Quench", false]], "implementations.problem_classes.testequation_0d": [[129, "module-implementations.problem_classes.TestEquation_0D", false]], "implementations.problem_classes.van_der_pol_implicit": [[130, "module-implementations.problem_classes.Van_der_Pol_implicit", false]], "implementations.problem_classes.vorticityvelocity_2d_fenics_periodic": [[131, "module-implementations.problem_classes.VorticityVelocity_2D_FEniCS_periodic", false]], "implementations.sweeper_classes": [[149, "module-implementations.sweeper_classes", false]], "implementations.sweeper_classes.boris_2nd_order": [[153, "module-implementations.sweeper_classes.boris_2nd_order", false]], "implementations.sweeper_classes.explicit": [[154, "module-implementations.sweeper_classes.explicit", false]], "implementations.sweeper_classes.generic_implicit": [[155, "module-implementations.sweeper_classes.generic_implicit", false]], "implementations.sweeper_classes.generic_implicit_mpi": [[156, "module-implementations.sweeper_classes.generic_implicit_MPI", false]], "implementations.sweeper_classes.imex_1st_order": [[157, "module-implementations.sweeper_classes.imex_1st_order", false]], "implementations.sweeper_classes.imex_1st_order_mass": [[159, "module-implementations.sweeper_classes.imex_1st_order_mass", false]], "implementations.sweeper_classes.imex_1st_order_mpi": [[158, "module-implementations.sweeper_classes.imex_1st_order_MPI", false]], "implementations.sweeper_classes.multi_implicit": [[160, "module-implementations.sweeper_classes.multi_implicit", 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195, 203, 205, 206], "come": [0, 4, 5, 11, 16, 19, 29, 37, 46, 200, 205, 207], "comm": [31, 37, 46, 55, 60, 66, 71, 72, 74, 82, 86, 88, 89, 90, 100, 101, 112, 114, 115, 118, 124, 143, 156, 192, 194, 195, 205, 206], "comm_world": [31, 37, 112, 114, 115, 118, 124, 143, 192, 194, 195, 205, 206], "command": [5, 16, 36], "comment": [1, 4, 5, 38], "commerci": 37, "commit": [1, 2, 4, 5, 9, 16], "commit_msg_fil": 5, "common": [1, 12, 14, 41], "commonli": 12, "commun": [0, 1, 3, 10, 11, 19, 46, 47, 48, 55, 60, 66, 69, 71, 72, 73, 74, 76, 78, 82, 86, 88, 89, 90, 100, 101, 112, 114, 115, 118, 124, 143, 156, 192, 195, 205, 206], "communicate_converg": 72, "communicate_crash": 74, "communicate_tau_correction_for_full_interv": 156, "communicationerror": [41, 47], "comp1": [86, 88], "comp2": [86, 88], "comp2_cupy_mesh": [85, 86, 97], "comp2_mesh": [85, 88, 95, 96, 115], "compact": 36, "compactli": 35, "companion": 2, "compar": [5, 11, 14, 17, 20, 27, 28, 29, 34, 35, 36, 37, 61, 69, 70, 77, 78, 79, 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204, 205, 206, 207], "conditionali": 5, "conduct": [3, 5, 10, 128], "config": 36, "configur": [34, 38, 40, 58, 207], "conflict": [4, 5], "conform": 10, "confus": [0, 5, 12, 156], "conjug": [96, 97], "connect": 0, "connect_level": 52, "connoisseur": 151, "consecut": [76, 174, 176, 200, 207], "consequ": 1, "conserv": 202, "consid": [1, 5, 12, 14, 34, 36, 50, 94, 119, 120], "consider": 204, "consist": [0, 2, 4, 6, 12, 107, 125, 126, 127, 200], "const": [31, 37], "constant": [11, 12, 77, 96, 97, 98, 99, 110, 116, 117, 125, 126, 153, 204, 207], "constantli": [5, 128], "constrain": 12, "construct": [1, 57, 62, 202], "constructor": [0, 7, 12], "consumpt": 14, "contain": [0, 5, 8, 10, 11, 12, 13, 17, 19, 20, 34, 37, 39, 42, 43, 44, 45, 46, 48, 49, 50, 53, 57, 60, 62, 66, 67, 71, 74, 77, 81, 82, 87, 89, 93, 95, 96, 97, 102, 103, 104, 107, 109, 110, 112, 114, 115, 117, 122, 124, 126, 129, 130, 144, 150, 151, 153, 154, 155, 156, 157, 158, 160, 161, 163, 164, 174, 176, 177, 184, 190, 200, 201, 202, 203, 205], "content": [5, 10], "continu": [1, 2, 3, 4, 6, 7, 10, 16, 62, 70, 72, 81, 86, 88, 113, 114, 115, 117, 131], "continue_periodic_arrai": [54, 62], "contour": 38, "contract": [70, 75], "contrast": [12, 201, 202, 204], "contribut": [0, 1, 5, 6, 7, 8, 9], "contributor": 4, "control": [0, 10, 13, 14, 17, 19, 20, 22, 26, 27, 28, 29, 30, 31, 33, 35, 37, 39, 41, 46, 47, 48, 52, 60, 66, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 106, 179, 180, 181, 182, 185, 186, 187, 188, 189, 190, 192, 193, 194, 195, 197, 198, 199, 201, 202, 203, 204, 206, 207], "control_ord": [46, 70, 71], "controller_class": [13, 17, 20, 22, 26, 27, 29, 30, 31, 33, 35, 37, 64, 179, 180, 181, 182, 185, 186, 187, 188, 189, 190, 192, 193, 194, 195, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207], "controller_mat": [27, 35], "controller_matrix_nonmpi": [27, 28, 35], "controller_mlsdc": [185, 203], "controller_mpi": [0, 65, 192, 195, 205, 206, 207], "controller_mssdc_g": [198, 207], 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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, "cranknicholson": [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 e7fc14ee31..25dbf52948 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>2024-09-14 06:39:40,986 - 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>2024-09-16 12:20:07,829 - 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>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-16 12:20:07,829 - 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
 
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
 
-2024-09-14 06:39:40,990 - 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
-2024-09-14 06:39:40,993 - 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
-2024-09-14 06:39:40,996 - 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
-2024-09-14 06:39:40,999 - 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
-2024-09-14 06:39:41,003 - 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
-2024-09-14 06:39:41,006 - 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
-2024-09-14 06:39:41,009 - 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
-2024-09-14 06:39:41,012 - 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
-2024-09-14 06:39:41,015 - 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
-2024-09-14 06:39:41,018 - 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
-2024-09-14 06:39:41,021 - 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
-2024-09-14 06:39:41,025 - 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
-2024-09-14 06:39:41,029 - 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
-2024-09-14 06:39:41,032 - 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
-2024-09-14 06:39:41,035 - 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
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-2024-09-14 06:39:41,041 - 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
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-2024-09-14 06:39:41,050 - 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
-2024-09-14 06:39:41,054 - 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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-2024-09-14 06:39:41,060 - 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
-2024-09-14 06:39:41,063 - 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
-2024-09-14 06:39:41,064 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-09-16 12:20:07,833 - 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
+2024-09-16 12:20:07,836 - 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
+2024-09-16 12:20:07,839 - 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
+2024-09-16 12:20:07,843 - 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
+2024-09-16 12:20:07,846 - 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
+2024-09-16 12:20:07,849 - 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
+2024-09-16 12:20:07,852 - 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
+2024-09-16 12:20:07,855 - 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
+2024-09-16 12:20:07,858 - 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
+2024-09-16 12:20:07,861 - 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
+2024-09-16 12:20:07,864 - 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
+2024-09-16 12:20:07,868 - 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
+2024-09-16 12:20:07,871 - 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
+2024-09-16 12:20:07,875 - 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
+2024-09-16 12:20:07,878 - 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
+2024-09-16 12:20:07,881 - 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
+2024-09-16 12:20:07,884 - 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
+2024-09-16 12:20:07,887 - 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
+2024-09-16 12:20:07,890 - 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
+2024-09-16 12:20:07,893 - 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
+2024-09-16 12:20:07,896 - 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
+2024-09-16 12:20:07,900 - 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
+2024-09-16 12:20:07,903 - 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
+2024-09-16 12:20:07,906 - 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
+2024-09-16 12:20:07,906 - 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 d1b47e6030..18d80d1478 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>2024-09-14 06:39:41,619 - 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>2024-09-16 12:20:08,469 - 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>
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-14 06:39:41,619 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-16 12:20:08,469 - 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
 
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-14 06:39:42,976 - 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
-2024-09-14 06:39:42,983 - 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
-2024-09-14 06:39:42,990 - 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
-2024-09-14 06:39:42,997 - 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
-2024-09-14 06:39:43,004 - 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
-2024-09-14 06:39:43,011 - 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
-2024-09-14 06:39:43,017 - 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
-2024-09-14 06:39:43,024 - 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
-2024-09-14 06:39:43,031 - 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
-2024-09-14 06:39:43,038 - 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
-2024-09-14 06:39:43,045 - 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
-2024-09-14 06:39:43,048 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.43s
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-16 12:20:09,861 - 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
+2024-09-16 12:20:09,868 - 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
+2024-09-16 12:20:09,875 - 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
+2024-09-16 12:20:09,881 - 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
+2024-09-16 12:20:09,888 - 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
+2024-09-16 12:20:09,895 - 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
+2024-09-16 12:20:09,902 - 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
+2024-09-16 12:20:09,908 - 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
+2024-09-16 12:20:09,915 - 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
+2024-09-16 12:20:09,922 - 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
+2024-09-16 12:20:09,928 - 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
+2024-09-16 12:20:09,931 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.46s
 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 448ee5cd90..767a527299 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">5.93535520</span> <span class="o">--</span>   <span class="mf">6.59954328</span> <span class="o">--</span>   <span class="mf">7.65293993</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">5.87744200</span> <span class="o">--</span>   <span class="mf">6.51863896</span> <span class="o">--</span>   <span class="mf">7.54905755</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 f4905bbd65..6bcf1e5e91 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">1.7896</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">1.7657</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">1.3910</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">1.3619</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">1.3950</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">1.4046</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">2.4826</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">2.4445</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">2.1394</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">2.1061</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">2.1714</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">2.0926</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">4.1797</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">4.0439</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 344f454b99..26a1491bc3 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">1.3030</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">1.3184</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">1.0626</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">1.0975</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">1.2958</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">1.3408</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">1.1927</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">1.2153</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">2.7184</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>
 
 <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">2.5060</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">2.5629</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 cf8425cce1..9bd54711cf 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">1.7452</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">1.8740</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">0.8933</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">0.9175</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">0.7829</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">0.7812</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">0.7829</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">0.7811</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 b6ee54ca74..3a4bbaeff4 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">5.5963e-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">2.2738e-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">1.5688e-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">3.0563e-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">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">3.3007e-10</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">5.42e-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">1.2350e-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">5.6139e-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">3.7966e-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">1.2484e-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">9.0724e-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">6.56e-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">1.2595e-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">5.5408e-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">4.2588e-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">4.0707e-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">1.8740e-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">3.69e-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">3.69e-07</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">2.4786e-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">9.1551e-06</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-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">6.8392e-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">2.6468e-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">1.5723e-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">6.68e-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">1.9122e-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">6.7610e-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">2.2021e-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">2.4054e-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">6.2440e-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">8.79e-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">1.0746e-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">1.3114e-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">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">2.8915e-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">1.7831e-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">1.2412e-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">3.33e-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">4.21e-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">1.10e-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">3.33e-07</span>
 </pre></div>
 </div>
 
diff --git a/tutorial/doc_step_8_C.html b/tutorial/doc_step_8_C.html
index 8e75f015cc..51df03d096 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 0.3263928769999893 seconds!
+...done, took 0.322714904999998 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 0.7334540380000476 seconds!
+...done, took 0.7293505499999924 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 0.21572090199998684 seconds!
+...done, took 0.21639853499999617 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 0.5953428630000417 seconds!
+...done, took 0.5948948790000088 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 0.1375943610000263 seconds!
+...done, took 0.13701009600001157 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 0.16206686499998568 seconds!
+...done, took 0.16197769499999026 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>
diff --git a/tutorial/step_2.html b/tutorial/step_2.html
index 6319078f08..ea96599dab 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>2024-09-14 06:39:40,986 - 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>2024-09-16 12:20:07,829 - 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
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-16 12:20:07,829 - 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
 
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-14 06:39:40,986 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-14 06:39:40,990 - 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
-2024-09-14 06:39:40,993 - 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
-2024-09-14 06:39:40,996 - 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
-2024-09-14 06:39:40,999 - 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
-2024-09-14 06:39:41,003 - 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
-2024-09-14 06:39:41,006 - 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
-2024-09-14 06:39:41,009 - 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
-2024-09-14 06:39:41,012 - 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
-2024-09-14 06:39:41,015 - 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
-2024-09-14 06:39:41,018 - 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
-2024-09-14 06:39:41,021 - 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
-2024-09-14 06:39:41,025 - 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
-2024-09-14 06:39:41,029 - 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
-2024-09-14 06:39:41,032 - 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
-2024-09-14 06:39:41,035 - 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
-2024-09-14 06:39:41,038 - 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
-2024-09-14 06:39:41,041 - 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
-2024-09-14 06:39:41,044 - 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
-2024-09-14 06:39:41,047 - 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
-2024-09-14 06:39:41,050 - 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
-2024-09-14 06:39:41,054 - 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
-2024-09-14 06:39:41,057 - 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
-2024-09-14 06:39:41,060 - 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
-2024-09-14 06:39:41,063 - 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
-2024-09-14 06:39:41,064 - hooks - default_hook - post_run - 340 - INFO: Finished run after 0.08s
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:07,829 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-16 12:20:07,833 - 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
+2024-09-16 12:20:07,836 - 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
+2024-09-16 12:20:07,839 - 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
+2024-09-16 12:20:07,843 - 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
+2024-09-16 12:20:07,846 - 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
+2024-09-16 12:20:07,849 - 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
+2024-09-16 12:20:07,852 - 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
+2024-09-16 12:20:07,855 - 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
+2024-09-16 12:20:07,858 - 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
+2024-09-16 12:20:07,861 - 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
+2024-09-16 12:20:07,864 - 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
+2024-09-16 12:20:07,868 - 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
+2024-09-16 12:20:07,871 - 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
+2024-09-16 12:20:07,875 - 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
+2024-09-16 12:20:07,878 - 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
+2024-09-16 12:20:07,881 - 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
+2024-09-16 12:20:07,884 - 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
+2024-09-16 12:20:07,887 - 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
+2024-09-16 12:20:07,890 - 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
+2024-09-16 12:20:07,893 - 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
+2024-09-16 12:20:07,896 - 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
+2024-09-16 12:20:07,900 - 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
+2024-09-16 12:20:07,903 - 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
+2024-09-16 12:20:07,906 - 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
+2024-09-16 12:20:07,906 - 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 8321254374..6901aa82db 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>2024-09-14 06:39:41,619 - 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>2024-09-16 12:20:08,469 - 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
                    | |     __/ |                     
                    |_|    |___/                      
                                                      
-2024-09-14 06:39:41,619 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 227 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 160 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- BEGIN
+2024-09-16 12:20:08,469 - 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
 
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
-2024-09-14 06:39:41,620 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
-
-2024-09-14 06:39:42,976 - 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
-2024-09-14 06:39:42,983 - 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
-2024-09-14 06:39:42,990 - 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
-2024-09-14 06:39:42,997 - 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
-2024-09-14 06:39:43,004 - 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
-2024-09-14 06:39:43,011 - 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
-2024-09-14 06:39:43,017 - 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
-2024-09-14 06:39:43,024 - 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
-2024-09-14 06:39:43,031 - 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
-2024-09-14 06:39:43,038 - 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
-2024-09-14 06:39:43,045 - 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
-2024-09-14 06:39:43,048 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.43s
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 230 - INFO: ----------------------------------------------------------------------------------------------------
+2024-09-16 12:20:08,469 - controller - controller - dump_setup - 232 - INFO: Setup overview (--&gt; user-defined, -&gt; dependency) -- END
+
+2024-09-16 12:20:09,861 - 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
+2024-09-16 12:20:09,868 - 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
+2024-09-16 12:20:09,875 - 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
+2024-09-16 12:20:09,881 - 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
+2024-09-16 12:20:09,888 - 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
+2024-09-16 12:20:09,895 - 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
+2024-09-16 12:20:09,902 - 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
+2024-09-16 12:20:09,908 - 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
+2024-09-16 12:20:09,915 - 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
+2024-09-16 12:20:09,922 - 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
+2024-09-16 12:20:09,928 - 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
+2024-09-16 12:20:09,931 - hooks - default_hook - post_run - 340 - INFO: Finished run after 1.46s
 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 daa8a0a26a..64036b6c5d 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">5.93535520</span> <span class="o">--</span>   <span class="mf">6.59954328</span> <span class="o">--</span>   <span class="mf">7.65293993</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">5.87744200</span> <span class="o">--</span>   <span class="mf">6.51863896</span> <span class="o">--</span>   <span class="mf">7.54905755</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 9fe595f205..d6a27dc2b1 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">1.7896</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">1.7657</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">1.3910</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">1.3619</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">1.3950</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">1.4046</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">2.4826</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">2.4445</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">2.1394</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">2.1061</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">2.1714</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">2.0926</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">4.1797</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">4.0439</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">1.3030</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">1.3184</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">1.0626</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">1.0975</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">1.2958</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">1.3408</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">1.1927</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">1.2153</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">2.7184</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>
 
 <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">2.5060</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">2.5629</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">1.7452</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">1.8740</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">0.8933</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">0.9175</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">0.7829</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">0.7812</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">0.7829</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">0.7811</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">5.5963e-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">2.2738e-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">1.5688e-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">3.0563e-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">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">3.3007e-10</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">5.42e-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">1.2350e-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">5.6139e-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">3.7966e-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">1.2484e-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">9.0724e-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">6.56e-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">1.2595e-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">5.5408e-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">4.2588e-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">4.0707e-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">1.8740e-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">3.69e-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">3.69e-07</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">2.4786e-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">9.1551e-06</span>
+<span class="n">Training</span> <span class="k">for</span> <span class="n">dt</span><span class="o">=</span><span class="mf">1.55e-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">6.8392e-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">2.6468e-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">1.5723e-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">6.68e-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">1.9122e-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">6.7610e-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">2.2021e-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">2.4054e-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">6.2440e-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">8.79e-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">1.0746e-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">1.3114e-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">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">2.8915e-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">1.7831e-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">1.2412e-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">3.33e-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">4.21e-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">1.10e-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">3.33e-07</span>
 </pre></div>
 </div>
 </section>
diff --git a/tutorial/step_8.html b/tutorial/step_8.html
index d221d9f9ce..5a132dbdc1 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 0.3263928769999893 seconds!
+...done, took 0.322714904999998 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 0.7334540380000476 seconds!
+...done, took 0.7293505499999924 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 0.21572090199998684 seconds!
+...done, took 0.21639853499999617 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 0.5953428630000417 seconds!
+...done, took 0.5948948790000088 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 0.1375943610000263 seconds!
+...done, took 0.13701009600001157 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 0.16206686499998568 seconds!
+...done, took 0.16197769499999026 seconds!
 -----------------------------------------------------------------------------
 </pre></div>
 </div>