Commit d7527773 authored by Michael Kuron's avatar Michael Kuron
Browse files

more tests skipped if depenencies missing

parent a8636b7f
......@@ -7,6 +7,8 @@
import numpy as np
import sympy as sp
import pytest
from lbmpy.creationfunctions import update_with_default_parameters
from lbmpy.relaxationrates import (
relaxation_rate_from_lattice_viscosity, relaxation_rate_from_magic_number)
......@@ -212,6 +214,7 @@ def create_full_parameter_study():
def test_shear_wave():
pytest.importorskip('pycuda')
params = {
'l_0': 32,
'u_0': 0.096,
......
import pytest
from lbmpy.creationfunctions import create_lb_method
from lbmpy.methods.creationfunctions import compare_moment_based_lb_methods
from lbmpy.moments import (
......@@ -6,6 +8,7 @@ from lbmpy.stencils import get_stencil
def test_moment_comparison_table():
pytest.importorskip('ipy_table')
new = create_lb_method(stencil='D3Q19', maxwellian_moments=True)
old = create_lb_method(stencil='D3Q19', maxwellian_moments=False)
......@@ -25,6 +28,7 @@ def test_moment_comparison_table():
def test_moment_equality_table():
pytest.importorskip('ipy_table')
d3q19 = get_stencil('D3Q19')
table1 = moment_equality_table(d3q19, max_order=3)
assert len(table1.array) == 5
......
%% Cell type:code id: tags:
``` python
import pytest
pytest.importorskip('pycuda')
```
%% Cell type:code id: tags:
``` python
from lbmpy.session import *
from lbmpy.phasefield.n_phase_boyer import *
from lbmpy.phasefield.kerneleqs import *
from lbmpy.phasefield.contact_angle_circle_fitting import *
from scipy.ndimage.filters import gaussian_filter
from pystencils.simp import sympy_cse_on_assignment_list
one = sp.sympify(1)
import pyximport
pyximport.install(language_level=3)
from lbmpy.phasefield.simplex_projection import simplex_projection_2d # NOQA
```
%% Cell type:markdown id: tags:
# Simulation arbitrary surface tension case
%% Cell type:code id: tags:
``` python
n = 4
dx, dt = 1, 1
mobility = 2e-3
domain_size = (150, 150)
ε = one * 4
penalty_factor = 0
stabilization_factor = 10
κ = (one, one/2, one/3, one/4)
sigma_factor = one / 15
σ = sp.ImmutableDenseMatrix(n, n, lambda i,j: sigma_factor* (κ[i] + κ[j]) if i != j else 0 )
```
%% Cell type:code id: tags:
``` python
dh = create_data_handling(domain_size, periodicity=True, default_target='gpu')
c = dh.add_array('c', values_per_cell=n)
c_tmp = dh.add_array_like('c_tmp', 'c')
μ = dh.add_array('mu', values_per_cell=n)
cvec = c.center_vector
μvec = μ.center_vector
```
%% Cell type:code id: tags:
``` python
α, _ = diffusion_coefficients(σ)
f = lambda c: c**2 * ( 1 - c ) **2
a, b = compute_ab(f)
capital_f = capital_f0(cvec, σ) + correction_g(cvec, σ) + stabilization_factor * stabilization_term(cvec, α)
f_bulk = free_energy_bulk(capital_f, b, ε) + penalty_factor * (one - sum(cvec))
f_if = free_energy_interfacial(cvec, σ, a, ε)
f = f_bulk + f_if
```
%% Cell type:code id: tags:
``` python
#f_bulk
```
%% Cell type:code id: tags:
``` python
μ_assignments = mu_kernel(f, cvec, c, μ)
μ_assignments = [Assignment(a.lhs, a.rhs.doit()) for a in μ_assignments]
μ_assignments = sympy_cse_on_assignment_list(μ_assignments)
```
%% Cell type:code id: tags:
``` python
discretize = fd.Discretization2ndOrder(dx=dx, dt=dt)
```
%% Cell type:code id: tags:
``` python
def lapl(e):
return sum(ps.fd.diff(e, d, d) for d in range(dh.dim))
```
%% Cell type:code id: tags:
``` python
rhs = α * μvec
discretized_rhs = [discretize(fd.expand_diff_full( lapl(mobility * rhs_i) + fd.transient(cvec[i], idx=i), functions=μvec))
for i, rhs_i in enumerate(rhs)]
c_assignments = [Assignment(lhs, rhs)
for lhs, rhs in zip(c_tmp.center_vector, discretized_rhs)]
```
%% Cell type:code id: tags:
``` python
#c_assignments
```
%% Cell type:code id: tags:
``` python
μ_sync = dh.synchronization_function(μ.name)
c_sync = dh.synchronization_function(c.name)
optimization = {'cpu_openmp': 4, 'cpu_vectorize_info': None}
μ_kernel = create_kernel(μ_assignments, target=dh.default_target, **optimization).compile()
c_kernel = create_kernel(c_assignments, target=dh.default_target, **optimization).compile()
def set_c(slice_obj, values):
for block in dh.iterate(slice_obj):
arr = block[c.name]
arr[..., : ] = values
def smooth():
for block in dh.iterate(ghost_layers=True):
c_arr = block[c.name]
for i in range(n):
gaussian_filter(c_arr[..., i], sigma=2, output=c_arr[..., i])
def time_loop(steps):
dh.all_to_gpu()
for t in range(steps):
c_sync()
dh.run_kernel(μ_kernel)
μ_sync()
dh.run_kernel(c_kernel)
dh.swap(c.name, c_tmp.name)
#simplex_projection_2d(dh.cpu_arrays[c.name])
dh.all_to_cpu()
```
%% Cell type:code id: tags:
``` python
set_c(make_slice[:, :], [0, 0, 0, 0])
set_c(make_slice[:, 0.5:], [1, 0, 0, 0])
set_c(make_slice[:, :0.5], [0, 1, 0, 0])
set_c(make_slice[0.3:0.7, 0.3:0.7], [0, 0, 1, 0])
smooth()
```
%% Cell type:code id: tags:
``` python
#dh.load_all('n_phases_state_size200_stab10.npz')
```
%% Cell type:code id: tags:
``` python
plt.phase_plot(dh.gather_array(c.name))
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
neumann_angles_from_surface_tensions(lambda i, j: float(σ[i, j]))
```
%%%% Output: execute_result
![](data:image/png;base64,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)
$\displaystyle \left[ 146.44269023807928, \ 117.81813928465394, \ 95.73917047726678\right]$
[146.44269023807928, 117.81813928465394, 95.73917047726678]
%% Cell type:code id: tags:
``` python
import time
for i in range(10):
start = time.perf_counter()
time_loop(1_000)
end = time.perf_counter()
try:
print(i, end - start, liquid_lens_neumann_angles(dh.gather_array(c.name)))
except Exception:
print(i, end - start, "none found")
```
%%%% Output: stream
0 0.30607624700132874 [83.97888710273061, 100.48794346625529, 175.5331694310141]
1 0.2600655169990205 [83.73094685534376, 100.65854574856168, 175.6105073960945]
2 0.2601136189987301 [83.49914818603683, 100.82173327601079, 175.67911853795226]
3 0.25987518599868054 [83.31519592224448, 100.94468140501989, 175.74012267273554]
4 0.2651959220020217 [83.14239972296966, 101.06100094405181, 175.79659933297853]
5 0.25910847799968906 [82.984481834461, 101.16731750637399, 175.8482006591651]
6 0.259863024999504 [82.84781128433397, 101.2570276449976, 175.89516107066834]
7 0.2606479199966998 [82.7456965110742, 101.31687551766585, 175.93742797125986]
8 0.25991897900166805 [82.67010885583116, 101.35099855297112, 175.97889259119805]
9 0.2590353729974595 [75.9000280154447, 108.9652166787719, 175.1347553057833]
%% Cell type:code id: tags:
``` python
plt.subplot(1,3,1)
t = dh.gather_array(c.name, make_slice[25, :]).squeeze()
plt.plot(t);
plt.subplot(1,3,2)
plt.phase_plot(dh.gather_array(c.name), linewidth=1)
plt.subplot(1,3,3)
plt.scalar_field(dh.gather_array(μ.name)[:, :, 2])
plt.colorbar();
```
%%%% Output: display_data
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)
%% Cell type:code id: tags:
``` python
assert not np.isnan(dh.max(c.name))
```
%% Cell type:code id: tags:
``` python
t = dh.gather_array(c.name, make_slice[25, 55:90]).squeeze()
plt.hlines(0.5, 0, 30)
plt.plot(t);
```
%%%% Output: display_data
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)
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