Commit 799589c6 authored by Markus Holzer's avatar Markus Holzer
Browse files

test with init ghost layer

parent ac29539a
......@@ -150,14 +150,14 @@
%% Cell type:code id: tags:
``` python
def init():
dh.fill(rho.name, 1.0)
dh.fill(rho.name, 1.0, ghost_layers=True)
dh.run_kernel(init_kernel)
dh.fill(u.name, 0.0)
dh.fill(F.name, 0.0)
dh.fill(u.name, 0.0, ghost_layers=True)
dh.fill(F.name, 0.0, ghost_layers=True)
```
%% Cell type:markdown id: tags:
## Interpolation
......@@ -313,11 +313,11 @@
# decimal=5)
```
%%%% Output: execute_result
<matplotlib.legend.Legend at 0x7f30b431bac0>
<matplotlib.legend.Legend at 0x7f34da6d5e80>
%%%% Output: display_data
![](data:image/png;base64,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)
......@@ -341,14 +341,14 @@
dh.swap(src.name, dst.name)
dh.all_to_cpu()
def init_2():
dh.fill(rho.name, 1.)
dh.fill(rho.name, 1.0, ghost_layers=True)
dh.run_kernel(init_kernel)
dh.fill(u.name, 0.0)
dh.fill(F.name, 0.0)
dh.fill(u.name, 0.0, ghost_layers=True)
dh.fill(F.name, 0.0, ghost_layers=True)
dh.cpu_arrays[F.name][N//3, 1, :] = [1e-2, -1e-1]
```
%% Cell type:markdown id: tags:
......@@ -418,24 +418,30 @@
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)
%% Cell type:code id: tags:
``` python
np.linalg.norm(dh.gather_array(u.name))
```
%%%% Output: execute_result
![](data:image/png;base64,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)
$\displaystyle 1340.02348386776$
1340.0234838677563
%% Cell type:code id: tags:
``` python
np.testing.assert_array_almost_equal(np.linalg.norm(dh.gather_array(u.name)), 1209.89231204)
```
%%%% Output: error
---------------------------------------------------------------------------
AssertionError Traceback (most recent call last)
<ipython-input-22-f2f5dd901784> in <module>
<ipython-input-23-f2f5dd901784> in <module>
----> 1 np.testing.assert_array_almost_equal(np.linalg.norm(dh.gather_array(u.name)), 1209.89231204)
[... skipping hidden 2 frame]
AssertionError:
Arrays are not almost equal to 6 decimals
......
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