DAMASK_EICMD/python/tests/test_Geom.py

358 lines
16 KiB
Python

import os
import time
import pytest
import numpy as np
from damask import VTK
from damask import Geom
from damask import Rotation
from damask import util
def geom_equal(a,b):
return np.all(a.get_microstructure() == b.get_microstructure()) and \
np.all(a.get_grid() == b.get_grid()) and \
np.allclose(a.get_size(), b.get_size()) and \
str(a.diff(b)) == str(b.diff(a))
@pytest.fixture
def default():
"""Simple geometry."""
x=np.concatenate((np.ones(40,dtype=int),
np.arange(2,42),
np.ones(40,dtype=int)*2,
np.arange(1,41))).reshape(8,5,4,order='F')
return Geom(x,[8e-6,5e-6,4e-6])
@pytest.fixture
def reference_dir(reference_dir_base):
"""Directory containing reference results."""
return reference_dir_base/'Geom'
class TestGeom:
@pytest.mark.parametrize('flavor',['plain','explicit'])
def test_duplicate(self,default,flavor):
if flavor == 'plain':
modified = default.duplicate()
elif flavor == 'explicit':
modified = default.duplicate(
default.get_microstructure(),
default.get_size(),
default.get_origin()
)
print(modified)
assert geom_equal(default,modified)
def test_diff_equal(self,default):
assert str(default.diff(default)) == ''
def test_diff_not_equal(self,default):
new = Geom(default.microstructure[1:,1:,1:]+1,default.size*.9,np.ones(3)-default.origin,comments=['modified'])
assert str(default.diff(new)) != ''
@pytest.mark.parametrize('masked',[True,False])
def test_set_microstructure(self,default,masked):
old = default.get_microstructure()
new = np.random.randint(200,size=default.grid)
default.set_microstructure(np.ma.MaskedArray(new,np.full_like(new,masked)))
assert np.all(default.microstructure==(old if masked else new))
def test_write_read_str(self,default,tmpdir):
default.to_file(str(tmpdir/'default.geom'))
new = Geom.from_file(str(tmpdir/'default.geom'))
assert geom_equal(default,new)
def test_write_read_file(self,default,tmpdir):
with open(tmpdir/'default.geom','w') as f:
default.to_file(f,pack=True)
with open(tmpdir/'default.geom') as f:
new = Geom.from_file(f)
assert geom_equal(default,new)
def test_write_as_ASCII(self,default,tmpdir):
with open(tmpdir/'str.geom','w') as f:
f.write(default.as_ASCII())
with open(tmpdir/'str.geom') as f:
new = Geom.from_file(f)
assert geom_equal(default,new)
def test_read_write_vtr(self,default,tmpdir):
default.to_vtr(tmpdir/'default')
print(default.to_vtr())
for _ in range(10):
time.sleep(.2)
if os.path.exists(tmpdir/'default.vtr'): break
new = Geom.from_vtr(tmpdir/'default.vtr')
assert geom_equal(new,default)
def test_invalid_geom(self,tmpdir):
with open('invalid_file','w') as f:
f.write('this is not a valid header')
with open('invalid_file','r') as f:
with pytest.raises(TypeError):
Geom.from_file(f)
def test_invalid_vtr(self,tmpdir):
v = VTK.from_rectilinearGrid(np.random.randint(5,10,3)*2,np.random.random(3) + 1.0)
v.write(tmpdir/'no_materialpoint.vtr')
for _ in range(10):
time.sleep(.2)
if os.path.exists(tmpdir/'no_materialpoint.vtr'): break
with pytest.raises(ValueError):
Geom.from_vtr(tmpdir/'no_materialpoint.vtr')
@pytest.mark.parametrize('pack',[True,False])
def test_pack(self,default,tmpdir,pack):
default.to_file(tmpdir/'default.geom',pack=pack)
new = Geom.from_file(tmpdir/'default.geom')
assert geom_equal(new,default)
def test_invalid_combination(self,default):
with pytest.raises(ValueError):
default.duplicate(default.microstructure[1:,1:,1:],size=np.ones(3), autosize=True)
def test_invalid_size(self,default):
with pytest.raises(ValueError):
default.duplicate(default.microstructure[1:,1:,1:],size=np.ones(2))
def test_invalid_origin(self,default):
with pytest.raises(ValueError):
default.duplicate(default.microstructure[1:,1:,1:],origin=np.ones(4))
def test_invalid_microstructure_size(self,default):
microstructure = np.ones((3,3))
with pytest.raises(ValueError):
default.duplicate(microstructure)
def test_invalid_microstructure_type(self,default):
microstructure = np.random.randint(1,300,(3,4,5))==1
with pytest.raises(TypeError):
default.duplicate(microstructure)
def test_invalid_homogenization(self,default):
with pytest.raises(TypeError):
default.set_homogenization(homogenization=0)
@pytest.mark.parametrize('directions,reflect',[
(['x'], False),
(['x','y','z'],True),
(['z','x','y'],False),
(['y','z'], False)
]
)
def test_mirror(self,default,update,reference_dir,directions,reflect):
modified = default.mirror(directions,reflect)
tag = f'directions={"-".join(directions)}_reflect={reflect}'
reference = reference_dir/f'mirror_{tag}.geom'
if update: modified.to_file(reference)
assert geom_equal(Geom.from_file(reference),
modified)
@pytest.mark.parametrize('directions',[(1,2,'y'),('a','b','x'),[1]])
def test_mirror_invalid(self,default,directions):
with pytest.raises(ValueError):
default.mirror(directions)
@pytest.mark.parametrize('directions',[
['x'],
['x','y','z'],
['z','x','y'],
['y','z'],
]
)
def test_flip(self,default,update,reference_dir,directions):
modified = default.flip(directions)
tag = f'directions={"-".join(directions)}'
reference = reference_dir/f'flip_{tag}.geom'
if update: modified.to_file(reference)
assert geom_equal(Geom.from_file(reference),
modified)
def test_flip_invariant(self,default):
assert geom_equal(default,default.flip([]))
@pytest.mark.parametrize('direction',[['x'],['x','y']])
def test_flip_double(self,default,direction):
assert geom_equal(default,default.flip(direction).flip(direction))
@pytest.mark.parametrize('directions',[(1,2,'y'),('a','b','x'),[1]])
def test_flip_invalid(self,default,directions):
with pytest.raises(ValueError):
default.flip(directions)
@pytest.mark.parametrize('stencil',[1,2,3,4])
@pytest.mark.parametrize('selection',[None,[1],[1,2,3]])
@pytest.mark.parametrize('periodic',[True,False])
def test_clean(self,default,update,reference_dir,stencil,selection,periodic):
current = default.clean(stencil,selection,periodic)
reference = reference_dir/f'clean_{stencil}_{"+".join(map(str,[None] if selection is None else selection))}_{periodic}'
if update and stencil > 1:
current.to_vtr(reference)
for _ in range(10):
time.sleep(.2)
if os.path.exists(reference.with_suffix('.vtr')): break
assert geom_equal(Geom.from_vtr(reference) if stencil > 1 else default,
current
)
@pytest.mark.parametrize('grid',[
(10,11,10),
[10,13,10],
np.array((10,10,10)),
np.array((8, 10,12)),
np.array((5, 4, 20)),
np.array((10,20,2))
]
)
def test_scale(self,default,update,reference_dir,grid):
modified = default.scale(grid)
tag = f'grid={util.srepr(grid,"-")}'
reference = reference_dir/f'scale_{tag}.geom'
if update: modified.to_file(reference)
assert geom_equal(Geom.from_file(reference),
modified)
def test_renumber(self,default):
microstructure = default.get_microstructure()
for m in np.unique(microstructure):
microstructure[microstructure==m] = microstructure.max() + np.random.randint(1,30)
modified = default.duplicate(microstructure)
assert not geom_equal(modified,default)
assert geom_equal(default,
modified.renumber())
def test_substitute(self,default):
offset = np.random.randint(1,500)
modified = default.duplicate(default.get_microstructure() + offset)
assert not geom_equal(modified,default)
assert geom_equal(default,
modified.substitute(np.arange(default.microstructure.max())+1+offset,
np.arange(default.microstructure.max())+1))
@pytest.mark.parametrize('axis_angle',[np.array([1,0,0,86.7]), np.array([0,1,0,90.4]), np.array([0,0,1,90]),
np.array([1,0,0,175]),np.array([0,-1,0,178]),np.array([0,0,1,180])])
def test_rotate360(self,default,axis_angle):
modified = default.copy()
for i in range(np.rint(360/axis_angle[3]).astype(int)):
modified.rotate(Rotation.from_axis_angle(axis_angle,degrees=True))
assert geom_equal(default,modified)
@pytest.mark.parametrize('Eulers',[[32.0,68.0,21.0],
[0.0,32.0,240.0]])
def test_rotate(self,default,update,reference_dir,Eulers):
modified = default.rotate(Rotation.from_Eulers(Eulers,degrees=True))
tag = f'Eulers={util.srepr(Eulers,"-")}'
reference = reference_dir/f'rotate_{tag}.geom'
if update: modified.to_file(reference)
assert geom_equal(Geom.from_file(reference),
modified)
def test_canvas(self,default):
grid = default.grid
grid_add = np.random.randint(0,30,(3))
modified = default.canvas(grid + grid_add)
assert np.all(modified.microstructure[:grid[0],:grid[1],:grid[2]] == default.microstructure)
@pytest.mark.parametrize('center1,center2',[(np.random.random(3)*.5,np.random.random()*8),
(np.random.randint(4,8,(3)),np.random.randint(9,12,(3)))])
@pytest.mark.parametrize('diameter',[np.random.random(3)*.5,
np.random.randint(4,10,(3)),
np.random.rand(),
np.random.randint(30)])
@pytest.mark.parametrize('exponent',[np.random.random(3)*.5,
np.random.randint(4,10,(3)),
np.random.rand()*4,
np.random.randint(20)])
def test_add_primitive_shift(self,center1,center2,diameter,exponent):
"""Same volume fraction for periodic microstructures and different center."""
o = np.random.random(3)-.5
g = np.random.randint(8,32,(3))
s = np.random.random(3)+.5
G_1 = Geom(np.ones(g,'i'),s,o).add_primitive(diameter,center1,exponent)
G_2 = Geom(np.ones(g,'i'),s,o).add_primitive(diameter,center2,exponent)
assert np.count_nonzero(G_1.microstructure!=2) == np.count_nonzero(G_2.microstructure!=2)
@pytest.mark.parametrize('center',[np.random.randint(4,10,(3)),
np.random.randint(2,10),
np.random.rand()*4,
np.random.rand(3)*10])
@pytest.mark.parametrize('inverse',[True,False])
@pytest.mark.parametrize('periodic',[True,False])
def test_add_primitive_rotation(self,center,inverse,periodic):
"""Rotation should not chage result for sphere (avoid discretization errors."""
g = np.array([32,32,32])
fill = np.random.randint(10)+2
eu=np.array([np.random.randint(4),np.random.randint(2),np.random.randint(4)])*.5*np.pi
G_1 = Geom(np.ones(g,'i'),[1.,1.,1.]).add_primitive(.3,center,1,fill,inverse=inverse,periodic=periodic)
G_2 = Geom(np.ones(g,'i'),[1.,1.,1.]).add_primitive(.3,center,1,fill,Rotation.from_Eulers(eu),inverse,periodic=periodic)
assert geom_equal(G_1,G_2)
@pytest.mark.parametrize('trigger',[[1],[]])
def test_vicinity_offset(self,trigger):
offset = np.random.randint(2,4)
vicinity = np.random.randint(2,4)
g = np.random.randint(28,40,(3))
m = np.ones(g,'i')
x = (g*np.random.permutation(np.array([.5,1,1]))).astype('i')
m[slice(0,x[0]),slice(0,x[1]),slice(0,x[2])] = 2
m2 = m.copy()
for i in [0,1,2]:
m2[(np.roll(m,+vicinity,i)-m)!=0] += offset
m2[(np.roll(m,-vicinity,i)-m)!=0] += offset
if len(trigger) > 0:
m2[m==1] = 1
geom = Geom(m,np.random.rand(3)).vicinity_offset(vicinity,offset,trigger=trigger)
assert np.all(m2==geom.microstructure)
@pytest.mark.parametrize('periodic',[True,False])
def test_vicinity_offset_invariant(self,default,periodic):
old = default.get_microstructure()
default.vicinity_offset(trigger=[old.max()+1,old.min()-1])
assert np.all(old==default.microstructure)
@pytest.mark.parametrize('periodic',[True,False])
def test_tessellation_approaches(self,periodic):
grid = np.random.randint(10,20,3)
size = np.random.random(3) + 1.0
N_seeds= np.random.randint(10,30)
seeds = np.random.rand(N_seeds,3) * np.broadcast_to(size,(N_seeds,3))
Voronoi = Geom.from_Voronoi_tessellation( grid,size,seeds, periodic)
Laguerre = Geom.from_Laguerre_tessellation(grid,size,seeds,np.ones(N_seeds),periodic)
assert geom_equal(Laguerre,Voronoi)
def test_Laguerre_weights(self):
grid = np.random.randint(10,20,3)
size = np.random.random(3) + 1.0
N_seeds= np.random.randint(10,30)
seeds = np.random.rand(N_seeds,3) * np.broadcast_to(size,(N_seeds,3))
weights= np.full((N_seeds),-np.inf)
ms = np.random.randint(1, N_seeds+1)
weights[ms-1] = np.random.random()
Laguerre = Geom.from_Laguerre_tessellation(grid,size,seeds,weights,np.random.random()>0.5)
assert np.all(Laguerre.microstructure == ms)
@pytest.mark.parametrize('approach',['Laguerre','Voronoi'])
def test_tessellate_bicrystal(self,approach):
grid = np.random.randint(5,10,3)*2
size = grid.astype(np.float)
seeds = np.vstack((size*np.array([0.5,0.25,0.5]),size*np.array([0.5,0.75,0.5])))
microstructure = np.ones(grid)
microstructure[:,grid[1]//2:,:] = 2
if approach == 'Laguerre':
geom = Geom.from_Laguerre_tessellation(grid,size,seeds,np.ones(2),np.random.random()>0.5)
elif approach == 'Voronoi':
geom = Geom.from_Voronoi_tessellation(grid,size,seeds, np.random.random()>0.5)
assert np.all(geom.microstructure == microstructure)