Merge branch 'load-DREAM3d-improvements' into 'development'

Load dream3d improvements

See merge request damask/DAMASK!821
This commit is contained in:
Philip Eisenlohr 2023-09-23 23:14:03 +00:00
commit 57d8a6c438
4 changed files with 91 additions and 65 deletions

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@ -106,15 +106,12 @@ class ConfigMaterial(Config):
Load DREAM.3D (HDF5) file. Load DREAM.3D (HDF5) file.
Data in DREAM.3D files can be stored per cell ('CellData') Data in DREAM.3D files can be stored per cell ('CellData')
and/or per grain ('Grain Data'). Per default, cell-wise data and/or per grain ('Grain Data'). Per default, i.e. if
is assumed. 'grain_data' is None, cell-wise data is assumed.
damask.Grid.load_DREAM3D allows to get the corresponding geometry
for the grid solver.
Parameters Parameters
---------- ----------
fname : str fname : str or pathlib.Path
Filename of the DREAM.3D (HDF5) file. Filename of the DREAM.3D (HDF5) file.
grain_data : str grain_data : str
Name of the group (folder) containing grain-wise data. Defaults Name of the group (folder) containing grain-wise data. Defaults
@ -140,36 +137,43 @@ class ConfigMaterial(Config):
and grain- or cell-wise data. Defaults to None, in which case and grain- or cell-wise data. Defaults to None, in which case
it is set as the path that contains _SIMPL_GEOMETRY/SPACING. it is set as the path that contains _SIMPL_GEOMETRY/SPACING.
Notes
-----
Homogenization and phase entries are emtpy and need to be defined separately.
Returns Returns
------- -------
loaded : damask.ConfigMaterial loaded : damask.ConfigMaterial
Material configuration from file. Material configuration from file.
Notes
-----
damask.Grid.load_DREAM3D gives the corresponding geometry for
the grid solver.
For cell-wise data, only unique combinations of
orientation and phase are considered.
Homogenization and phase entries are emtpy and need to be
defined separately.
""" """
b = util.DREAM3D_base_group(fname) if base_group is None else base_group with h5py.File(fname, 'r') as f:
c = util.DREAM3D_cell_data_group(fname) if cell_data is None else cell_data b = util.DREAM3D_base_group(f) if base_group is None else base_group
f = h5py.File(fname,'r') c = util.DREAM3D_cell_data_group(f) if cell_data is None else cell_data
if grain_data is None: if grain_data is None:
phase = f['/'.join([b,c,phases])][()].flatten() phase = f['/'.join([b,c,phases])][()].flatten()
O = Rotation.from_Euler_angles(f['/'.join([b,c,Euler_angles])]).as_quaternion().reshape(-1,4) # noqa O = Rotation.from_Euler_angles(f['/'.join([b,c,Euler_angles])]).as_quaternion().reshape(-1,4) # noqa
_,idx = np.unique(np.hstack([O,phase.reshape(-1,1)]),return_index=True,axis=0) _,idx = np.unique(np.hstack([O,phase.reshape(-1,1)]),return_index=True,axis=0)
idx = np.sort(idx) idx = np.sort(idx)
else: else:
phase = f['/'.join([b,grain_data,phases])][()] phase = f['/'.join([b,grain_data,phases])][()]
O = Rotation.from_Euler_angles(f['/'.join([b,grain_data,Euler_angles])]).as_quaternion() # noqa O = Rotation.from_Euler_angles(f['/'.join([b,grain_data,Euler_angles])]).as_quaternion() # noqa
idx = np.arange(phase.size) idx = np.arange(phase.size)
if cell_ensemble_data is not None and phase_names is not None: if cell_ensemble_data is not None and phase_names is not None:
try: try:
names = np.array([s.decode() for s in f['/'.join([b,cell_ensemble_data,phase_names])]]) names = np.array([s.decode() for s in f['/'.join([b,cell_ensemble_data,phase_names])]])
phase = names[phase] phase = names[phase]
except KeyError: except KeyError:
pass pass
base_config = ConfigMaterial({'phase':{k if isinstance(k,int) else str(k): None for k in np.unique(phase)}, base_config = ConfigMaterial({'phase':{k if isinstance(k,int) else str(k): None for k in np.unique(phase)},

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@ -358,14 +358,14 @@ class Grid:
""" """
Load DREAM.3D (HDF5) file. Load DREAM.3D (HDF5) file.
Data in DREAM.3D files can be stored per cell ('CellData') and/or Data in DREAM.3D files can be stored per cell ('CellData')
per grain ('Grain Data'). Per default, cell-wise data is assumed. and/or per grain ('Grain Data'). Per default, i.e. if
'feature_IDs' is None, cell-wise data is assumed.
damask.ConfigMaterial.load_DREAM3D gives the corresponding material definition.
Parameters Parameters
---------- ----------
fname : str or or pathlib.Path fname : str or pathlib.Path
Filename of the DREAM.3D (HDF5) file. Filename of the DREAM.3D (HDF5) file.
feature_IDs : str, optional feature_IDs : str, optional
Name of the dataset containing the mapping between cells and Name of the dataset containing the mapping between cells and
@ -392,23 +392,31 @@ class Grid:
loaded : damask.Grid loaded : damask.Grid
Grid-based geometry from file. Grid-based geometry from file.
Notes
-----
damask.ConfigMaterial.load_DREAM3D gives the corresponding
material definition.
For cell-wise data, only unique combinations of
orientation and phase are considered.
""" """
b = util.DREAM3D_base_group(fname) if base_group is None else base_group with h5py.File(fname, 'r') as f:
c = util.DREAM3D_cell_data_group(fname) if cell_data is None else cell_data b = util.DREAM3D_base_group(f) if base_group is None else base_group
f = h5py.File(fname, 'r') c = util.DREAM3D_cell_data_group(f) if cell_data is None else cell_data
cells = f['/'.join([b,'_SIMPL_GEOMETRY','DIMENSIONS'])][()] cells = f['/'.join([b,'_SIMPL_GEOMETRY','DIMENSIONS'])][()]
size = f['/'.join([b,'_SIMPL_GEOMETRY','SPACING'])] * cells size = f['/'.join([b,'_SIMPL_GEOMETRY','SPACING'])] * cells
origin = f['/'.join([b,'_SIMPL_GEOMETRY','ORIGIN'])][()] origin = f['/'.join([b,'_SIMPL_GEOMETRY','ORIGIN'])][()]
if feature_IDs is None: if feature_IDs is None:
phase = f['/'.join([b,c,phases])][()].reshape(-1,1) phase = f['/'.join([b,c,phases])][()].reshape(-1,1)
O = Rotation.from_Euler_angles(f['/'.join([b,c,Euler_angles])]).as_quaternion().reshape(-1,4) # noqa O = Rotation.from_Euler_angles(f['/'.join([b,c,Euler_angles])]).as_quaternion().reshape(-1,4) # noqa
unique,unique_inverse = np.unique(np.hstack([O,phase]),return_inverse=True,axis=0) unique,unique_inverse = np.unique(np.hstack([O,phase]),return_inverse=True,axis=0)
ma = np.arange(cells.prod()) if len(unique) == cells.prod() else \ ma = np.arange(cells.prod()) if len(unique) == cells.prod() else \
np.arange(unique.size)[np.argsort(pd.unique(unique_inverse))][unique_inverse] np.arange(unique.size)[np.argsort(pd.unique(unique_inverse))][unique_inverse]
else: else:
ma = f['/'.join([b,c,feature_IDs])][()].flatten() ma = f['/'.join([b,c,feature_IDs])][()].flatten()
return Grid(material = ma.reshape(cells,order='F'), return Grid(material = ma.reshape(cells,order='F'),
size = size, size = size,

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@ -698,7 +698,7 @@ def pass_on(keyword: str,
return wrapper return wrapper
return decorator return decorator
def DREAM3D_base_group(fname: _Union[str, _Path]) -> str: def DREAM3D_base_group(fname: _Union[str, _Path, _h5py.File]) -> str:
""" """
Determine the base group of a DREAM.3D file. Determine the base group of a DREAM.3D file.
@ -707,7 +707,7 @@ def DREAM3D_base_group(fname: _Union[str, _Path]) -> str:
Parameters Parameters
---------- ----------
fname : str or pathlib.Path fname : str, pathlib.Path, or _h5py.File
Filename of the DREAM.3D (HDF5) file. Filename of the DREAM.3D (HDF5) file.
Returns Returns
@ -716,15 +716,19 @@ def DREAM3D_base_group(fname: _Union[str, _Path]) -> str:
Path to the base group. Path to the base group.
""" """
with _h5py.File(_Path(fname).expanduser(),'r') as f: def get_base_group(f: _h5py.File) -> str:
base_group = f.visit(lambda path: path.rsplit('/',2)[0] if '_SIMPL_GEOMETRY/SPACING' in path else None) base_group = f.visit(lambda path: path.rsplit('/',2)[0] if '_SIMPL_GEOMETRY/SPACING' in path else None)
if base_group is None:
raise ValueError(f'could not determine base group in file "{fname}"')
return base_group
if base_group is None: if isinstance(fname,_h5py.File):
raise ValueError(f'could not determine base group in file "{fname}"') return get_base_group(fname)
return base_group with _h5py.File(_Path(fname).expanduser(),'r') as f:
return get_base_group(f)
def DREAM3D_cell_data_group(fname: _Union[str, _Path]) -> str: def DREAM3D_cell_data_group(fname: _Union[str, _Path, _h5py.File]) -> str:
""" """
Determine the cell data group of a DREAM.3D file. Determine the cell data group of a DREAM.3D file.
@ -734,7 +738,7 @@ def DREAM3D_cell_data_group(fname: _Union[str, _Path]) -> str:
Parameters Parameters
---------- ----------
fname : str or pathlib.Path fname : str, pathlib.Path, or h5py.File
Filename of the DREAM.3D (HDF5) file. Filename of the DREAM.3D (HDF5) file.
Returns Returns
@ -743,17 +747,21 @@ def DREAM3D_cell_data_group(fname: _Union[str, _Path]) -> str:
Path to the cell data group. Path to the cell data group.
""" """
base_group = DREAM3D_base_group(fname) def get_cell_data_group(f: _h5py.File) -> str:
with _h5py.File(_Path(fname).expanduser(),'r') as f: base_group = DREAM3D_base_group(f)
cells = tuple(f['/'.join([base_group,'_SIMPL_GEOMETRY','DIMENSIONS'])][()][::-1]) cells = tuple(f['/'.join([base_group,'_SIMPL_GEOMETRY','DIMENSIONS'])][()][::-1])
cell_data_group = f[base_group].visititems(lambda path,obj: path.split('/')[0] \ cell_data_group = f[base_group].visititems(lambda path,obj: path.split('/')[0] \
if isinstance(obj,_h5py._hl.dataset.Dataset) and _np.shape(obj)[:-1] == cells \ if isinstance(obj,_h5py._hl.dataset.Dataset) and _np.shape(obj)[:-1] == cells \
else None) else None)
if cell_data_group is None:
raise ValueError(f'could not determine cell-data group in file "{fname}/{base_group}"')
return cell_data_group
if cell_data_group is None: if isinstance(fname,_h5py.File):
raise ValueError(f'could not determine cell-data group in file "{fname}/{base_group}"') return get_cell_data_group(fname)
return cell_data_group with _h5py.File(_Path(fname).expanduser(),'r') as f:
return get_cell_data_group(f)
def Bravais_to_Miller(*, def Bravais_to_Miller(*,

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@ -146,21 +146,25 @@ class TestUtil:
assert 'DAMASK' in style('DAMASK') assert 'DAMASK' in style('DAMASK')
@pytest.mark.parametrize('complete',[True,False]) @pytest.mark.parametrize('complete',[True,False])
def test_D3D_base_group(self,tmp_path,complete): @pytest.mark.parametrize('fhandle',[True,False])
def test_D3D_base_group(self,tmp_path,complete,fhandle):
base_group = ''.join(random.choices('DAMASK', k=10)) base_group = ''.join(random.choices('DAMASK', k=10))
with h5py.File(tmp_path/'base_group.dream3d','w') as f: with h5py.File(tmp_path/'base_group.dream3d','w') as f:
f.create_group('/'.join((base_group,'_SIMPL_GEOMETRY'))) f.create_group('/'.join((base_group,'_SIMPL_GEOMETRY')))
if complete: if complete:
f['/'.join((base_group,'_SIMPL_GEOMETRY'))].create_dataset('SPACING',data=np.ones(3)) f['/'.join((base_group,'_SIMPL_GEOMETRY'))].create_dataset('SPACING',data=np.ones(3))
fname = tmp_path/'base_group.dream3d'
if fhandle: fname = h5py.File(fname)
if complete: if complete:
assert base_group == util.DREAM3D_base_group(tmp_path/'base_group.dream3d') assert base_group == util.DREAM3D_base_group(fname)
else: else:
with pytest.raises(ValueError): with pytest.raises(ValueError):
util.DREAM3D_base_group(tmp_path/'base_group.dream3d') util.DREAM3D_base_group(fname)
@pytest.mark.parametrize('complete',[True,False]) @pytest.mark.parametrize('complete',[True,False])
def test_D3D_cell_data_group(self,tmp_path,complete): @pytest.mark.parametrize('fhandle',[True,False])
def test_D3D_cell_data_group(self,tmp_path,complete,fhandle):
base_group = ''.join(random.choices('DAMASK', k=10)) base_group = ''.join(random.choices('DAMASK', k=10))
cell_data_group = ''.join(random.choices('KULeuven', k=10)) cell_data_group = ''.join(random.choices('KULeuven', k=10))
cells = np.random.randint(1,50,3) cells = np.random.randint(1,50,3)
@ -172,11 +176,13 @@ class TestUtil:
if complete: if complete:
f['/'.join((base_group,cell_data_group))].create_dataset('data',shape=np.append(cells,1)) f['/'.join((base_group,cell_data_group))].create_dataset('data',shape=np.append(cells,1))
fname = tmp_path/'cell_data_group.dream3d'
if fhandle: fname = h5py.File(fname)
if complete: if complete:
assert cell_data_group == util.DREAM3D_cell_data_group(tmp_path/'cell_data_group.dream3d') assert cell_data_group == util.DREAM3D_cell_data_group(fname)
else: else:
with pytest.raises(ValueError): with pytest.raises(ValueError):
util.DREAM3D_cell_data_group(tmp_path/'cell_data_group.dream3d') util.DREAM3D_cell_data_group(fname)
@pytest.mark.parametrize('full,reduced',[({}, {}), @pytest.mark.parametrize('full,reduced',[({}, {}),