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tum-pbs · Jan 4, 2025 · 45eafe7 · 45eafe7
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diff --git a/Billiards.html b/Billiards.html
@@ -15300,7 +15300,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1883/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -15580,7 +15580,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1883/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -16556,7 +16556,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
-<pre>/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+<pre>/tmp/ipykernel_1883/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>
@@ -16651,7 +16651,7 @@ <h1 id="Billiards-in-%CE%A6Flow">Billiards in &#934;<sub>Flow</sub><a class="anc
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre>/opt/hostedtoolcache/Python/3.12.8/x64/lib/python3.12/site-packages/phiml/math/_functional.py:628: RuntimeWarning: Using torch for gradient computation because numpy does not support jacobian()
   warnings.warn(f&#34;Using {math.default_backend()} for gradient computation because {key.backend} does not support jacobian()&#34;, RuntimeWarning)
-/tmp/ipykernel_1935/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
+/tmp/ipykernel_1883/1958517515.py:4: DeprecationWarning: phiml.math.length is deprecated in favor of phiml.math.norm
   dist_norm = math.vec_length(dist, eps=1e-4)  # eps to avoid NaN during backprop of sqrt
 </pre>
 </div>

diff --git a/Cookbook.html b/Cookbook.html
diff --git a/Fluid_Simulation.html b/Fluid_Simulation.html
diff --git a/Heightmaps.html b/Heightmaps.html
diff --git a/IO_with_Scenes.html b/IO_with_Scenes.html
diff --git a/Math_Introduction.html b/Math_Introduction.html
diff --git a/data/sim_000000/batched_noise_data_000000.npz b/data/sim_000000/batched_noise_data_000000.npz
diff --git a/data/sim_000000/description.json b/data/sim_000000/description.json
@@ -10,10 +10,10 @@
       null
     ],
     "data": [
-      0.4464888870716095,
-      0.8391245603561401,
-      0.6090283393859863,
-      0.1093357652425766
+      0.7729326486587524,
+      0.2218468189239502,
+      0.2407831847667694,
+      0.018296517431735992
     ]
   },
   "__tensors__": [

diff --git a/data/sim_000000/noise_data_000000.npz b/data/sim_000000/noise_data_000000.npz
diff --git a/data/sim_000001/batched_noise_data_000000.npz b/data/sim_000001/batched_noise_data_000000.npz
diff --git a/data/sim_000001/description.json b/data/sim_000001/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.4464888870716095
+  "smoothness": 0.7729326486587524
 }
diff --git a/data/sim_000002/batched_noise_data_000000.npz b/data/sim_000002/batched_noise_data_000000.npz
diff --git a/data/sim_000002/description.json b/data/sim_000002/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.8391245603561401
+  "smoothness": 0.2218468189239502
 }
diff --git a/data/sim_000003/batched_noise_data_000000.npz b/data/sim_000003/batched_noise_data_000000.npz
diff --git a/data/sim_000003/description.json b/data/sim_000003/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.6090283393859863
+  "smoothness": 0.2407831847667694
 }
diff --git a/data/sim_000004/batched_noise_data_000000.npz b/data/sim_000004/batched_noise_data_000000.npz
diff --git a/data/sim_000004/description.json b/data/sim_000004/description.json
@@ -1,3 +1,3 @@
 {
-  "smoothness": 0.1093357652425766
+  "smoothness": 0.018296517431735992
 }
diff --git a/phi/field/index.html b/phi/field/index.html
@@ -833,7 +833,7 @@ <h2 id="args">Args</h2>
 </dl></div>
 </dd>
 <dt id="phi.field.divergence"><code class="name flex">
-<span>def <span class="ident">divergence</span></span>(<span>field: phi.field._field.Field,<br>order=2,<br>implicit: phiml.math._optimize.Solve = None,<br>upwind: phi.field._field.Field = None,<br>implicitness: int = None) ‑> <function <a title="phi.field.CenteredGrid" href="#phi.field.CenteredGrid">CenteredGrid()</a> at 0x7fb9c1408360></span>
+<span>def <span class="ident">divergence</span></span>(<span>field: phi.field._field.Field,<br>order=2,<br>implicit: phiml.math._optimize.Solve = None,<br>upwind: phi.field._field.Field = None,<br>implicitness: int = None) ‑> <function <a title="phi.field.CenteredGrid" href="#phi.field.CenteredGrid">CenteredGrid()</a> at 0x7f79f81b82c0></span>
 </code></dt>
 <dd>
 <details class="source">
@@ -2006,7 +2006,10 @@ <h2 id="returns">Returns</h2>
     Returns:
         `phi.Tensor`
     &#34;&#34;&#34;
-    result = math.mean(field.values, dim=dim)
+    if field.is_grid:
+        result = math.mean(field.values, dim=dim)
+    else:
+        result = math.mean(field.values, dim=dim, weight=field.geometry.volume)
     if (instance(field.geometry) &amp; spatial(field.geometry)) in result.shape:
         return field.with_values(result)
     return result</code></pre>

diff --git a/phi/physics/fluid.html b/phi/physics/fluid.html
@@ -97,7 +97,7 @@ <h2 id="returns">Returns</h2>
 <p>Velocity of same type as <code>velocity</code></p></div>
 </dd>
 <dt id="phi.physics.fluid.boundary_push"><code class="name flex">
-<span>def <span class="ident">boundary_push</span></span>(<span>particles: <function PointCloud at 0x7fb9c14094e0>,<br>obstacles: tuple,<br>separation: float = 0.5) ‑> <function PointCloud at 0x7fb9c14094e0></span>
+<span>def <span class="ident">boundary_push</span></span>(<span>particles: <function PointCloud at 0x7f79f81b9440>,<br>obstacles: tuple,<br>separation: float = 0.5) ‑> <function PointCloud at 0x7f79f81b9440></span>
 </code></dt>
 <dd>
 <details class="source">
@@ -222,7 +222,7 @@ <h2 id="returns">Returns</h2>
 </dl></div>
 </dd>
 <dt id="phi.physics.fluid.make_incompressible"><code class="name flex">
-<span>def <span class="ident">make_incompressible</span></span>(<span>velocity: phi.field._field.Field,<br>obstacles: <a title="phi.physics.fluid.Obstacle" href="#phi.physics.fluid.Obstacle">Obstacle</a> = (),<br>solve: phiml.math._optimize.Solve = auto with tolerance None (rel), None (abs), max_iterations=1000,<br>active: <function CenteredGrid at 0x7fb9c1408360> = None,<br>order: int = 2,<br>correct_skew=False,<br>wide_stencil: bool = None) ‑> Tuple[phi.field._field.Field, phi.field._field.Field]</span>
+<span>def <span class="ident">make_incompressible</span></span>(<span>velocity: phi.field._field.Field,<br>obstacles: <a title="phi.physics.fluid.Obstacle" href="#phi.physics.fluid.Obstacle">Obstacle</a> = (),<br>solve: phiml.math._optimize.Solve = auto with tolerance None (rel), None (abs), max_iterations=1000,<br>active: <function CenteredGrid at 0x7f79f81b82c0> = None,<br>order: int = 2,<br>correct_skew=False,<br>wide_stencil: bool = None) ‑> Tuple[phi.field._field.Field, phi.field._field.Field]</span>
 </code></dt>
 <dd>
 <details class="source">