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Commit
4e681112
authored
Dec 22, 2022
by
Jigyasa Watwani
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Plain Diff
turing patterns on a growing domain
parent
ba8214d1
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growing_domain/growing_domain_patterns/viz_growing_domain_patterns.py
growing_domain/growing_domain_patterns/viz_growing_domain_patterns.py
0 → 100644
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4e681112
import
dolfin
as
df
import
numpy
as
np
import
vedo
as
vd
import
os
import
h5py
from
matplotlib.widgets
import
Slider
import
matplotlib.pyplot
as
plt
from
tempfile
import
TemporaryDirectory
def
get_data
(
params
,
DIR
=
''
):
savesteps
=
int
(
params
[
'maxtime'
]
/
params
[
'savetime'
])
times
=
np
.
arange
(
savesteps
+
1
)
*
params
[
'savetime'
]
# Read mesh geometry from h5 file
var
=
'c1'
h5
=
h5py
.
File
(
os
.
path
.
join
(
DIR
,
'
%
s_
%
s.h5'
%
(
params
[
'timestamp'
],
var
)),
"r"
)
# should be in the loop if remeshing
topology
=
np
.
array
(
h5
[
'
%
s/
%
s_0/mesh/topology'
%
(
var
,
var
)])
geometry
=
[]
for
i
in
range
(
len
(
times
)):
geometry
.
append
(
np
.
array
(
h5
[
'
%
s/
%
s_
%
d/mesh/geometry'
%
(
var
,
var
,
i
)]))
h5
.
close
()
geometry
=
np
.
array
(
geometry
)
if
params
[
'dimension'
]
==
1
:
geometry
,
zeros
=
np
.
dsplit
(
geometry
,
2
)
# create a mesh
if
params
[
'dimension'
]
==
1
:
mesh
=
df
.
IntervalMesh
(
params
[
'resolution'
],
0
,
params
[
'system_size'
])
else
:
mesh
=
df
.
Mesh
()
editor
=
df
.
MeshEditor
()
editor
.
open
(
mesh
,
type
=
'triangle'
if
params
[
'dimension'
]
==
2
else
'tetrahedron'
,
tdim
=
params
[
'dimension'
],
gdim
=
params
[
'dimension'
])
editor
.
init_vertices
(
len
(
geometry
[
0
]))
editor
.
init_cells
(
len
(
topology
))
for
i
in
range
(
len
(
geometry
[
0
])):
editor
.
add_vertex
(
i
,
geometry
[
0
][
i
])
for
i
in
range
(
len
(
topology
)):
editor
.
add_cell
(
i
,
topology
[
i
])
editor
.
close
()
# Read concentration data
concentration
=
np
.
zeros
((
len
(
times
),
len
(
geometry
[
0
])))
cFile
=
os
.
path
.
join
(
DIR
,
'
%
s_
%
s.xdmf'
%
(
params
[
'timestamp'
],
var
))
with
df
.
XDMFFile
(
cFile
)
as
cFile
:
for
steps
in
range
(
savesteps
+
1
):
if
params
[
'dimension'
]
==
1
:
mesh
.
coordinates
()[:]
=
geometry
[
steps
]
VFS
=
df
.
FunctionSpace
(
mesh
,
'P'
,
1
)
c
=
df
.
Function
(
VFS
)
cFile
.
read_checkpoint
(
c
,
var
,
steps
)
concentration
[
steps
]
=
c
.
compute_vertex_values
(
mesh
)
return
(
times
,
geometry
,
topology
,
concentration
)
def
visualize
(
params
,
DIR
=
''
,
offscreen
=
False
):
(
times
,
geometry
,
topology
,
concentration
)
=
get_data
(
params
,
DIR
)
radius
=
np
.
linalg
.
norm
(
geometry
,
axis
=
2
)
if
params
[
'dimension'
]
==
1
:
fig
,
axc
=
plt
.
subplots
(
1
,
1
,
figsize
=
(
8
,
8
))
axc
.
set_xlabel
(
r'$x$'
)
axc
.
set_xlim
(
np
.
min
(
radius
),
np
.
max
(
radius
))
axc
.
set_ylim
(
np
.
min
(
concentration
),
np
.
max
(
concentration
))
axc
.
set_ylabel
(
r'$c(x,t)$'
)
cplot
,
=
axc
.
plot
(
radius
[
0
],
concentration
[
0
])
def
update
(
value
):
ti
=
np
.
abs
(
times
-
value
)
.
argmin
()
cplot
.
set_ydata
(
concentration
[
ti
])
cplot
.
set_xdata
(
radius
[
ti
])
plt
.
draw
()
sax
=
plt
.
axes
([
0.1
,
0.92
,
0.7
,
0.02
])
slider
=
Slider
(
sax
,
r'$t/\tau$'
,
min
(
times
),
max
(
times
),
valinit
=
min
(
times
),
valfmt
=
'
%3.1
f'
,
fc
=
'#999999'
)
slider
.
drawon
=
False
slider
.
on_changed
(
update
)
plt
.
show
()
else
:
# heat map
n_cmap_vals
=
16
scalar_cmap
=
'viridis'
geometry
=
np
.
dstack
((
geometry
,
np
.
zeros
(
geometry
.
shape
[
0
:
2
])))
cmin
,
cmax
=
np
.
min
(
concentration
),
np
.
max
(
concentration
)
plotter
=
vd
.
plotter
.
Plotter
(
axes
=
0
)
poly
=
vd
.
utils
.
buildPolyData
(
geometry
[
0
],
topology
)
scalar_actor
=
vd
.
mesh
.
Mesh
(
poly
)
#scalar_actor.computeNormals(points=True, cells=True)
scalar_actor
.
pointdata
[
'concentration'
]
=
concentration
[
0
]
scalar_actor
.
cmap
(
scalar_cmap
,
concentration
[
0
],
vmin
=
cmin
,
vmax
=
cmax
,
n
=
n_cmap_vals
)
scalar_actor
.
add_scalarbar
(
title
=
r'$c_{numerical}$'
,
pos
=
(
0.8
,
0.04
),
nlabels
=
2
,
# titleYOffset=15, titleFontSize=28, size=(100, 600)
)
plotter
+=
scalar_actor
def
update
(
idx
):
scalar_actor
.
points
(
pts
=
geometry
[
idx
],
transformed
=
False
)
scalar_actor
.
pointdata
[
'concentration'
]
=
concentration
[
idx
]
def
slider_update
(
widget
,
event
):
value
=
widget
.
GetRepresentation
()
.
GetValue
()
idx
=
(
abs
(
times
-
value
))
.
argmin
()
update
(
idx
)
slider
=
plotter
.
add_slider
(
slider_update
,
pos
=
[(
0.1
,
0.94
),
(
0.5
,
0.94
)],
xmin
=
times
[
0
],
xmax
=
times
.
max
(),
value
=
times
[
0
],
title
=
r"$t/\tau$"
)
vd
.
show
(
interactive
=
(
not
offscreen
),
zoom
=
0.8
)
if
offscreen
:
FPS
=
10
movFile
=
'
%
s_numerical.mov'
%
params
[
'timestamp'
]
fps
=
float
(
FPS
)
command
=
"ffmpeg -y -r"
options
=
"-b:v 3600k -qscale:v 4 -vcodec mpeg4"
tmp_dir
=
TemporaryDirectory
()
get_filename
=
lambda
x
:
os
.
path
.
join
(
tmp_dir
.
name
,
x
)
for
tt
in
range
(
len
(
times
)):
idx
=
(
abs
(
times
-
times
[
tt
]))
.
argmin
()
update
(
idx
)
slider
.
GetRepresentation
()
.
SetValue
(
times
[
tt
])
fr
=
get_filename
(
"
%03
d.png"
%
tt
)
vd
.
io
.
screenshot
(
fr
)
os
.
system
(
command
+
" "
+
str
(
fps
)
+
" -i "
+
tmp_dir
.
name
+
os
.
sep
+
"
%03
d.png "
+
options
+
" "
+
movFile
)
tmp_dir
.
cleanup
()
if
__name__
==
'__main__'
:
import
argparse
,
json
parser
=
argparse
.
ArgumentParser
()
parser
.
add_argument
(
'-j'
,
'--jsonfile'
,
help
=
'parameters file'
,
required
=
True
)
parser
.
add_argument
(
'--onscreen'
,
action
=
argparse
.
BooleanOptionalAction
)
args
=
parser
.
parse_args
()
with
open
(
args
.
jsonfile
)
as
jsonFile
:
params
=
json
.
load
(
jsonFile
)
visualize
(
params
,
DIR
=
os
.
path
.
dirname
(
args
.
jsonfile
),
offscreen
=
(
not
args
.
onscreen
))
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