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authorjakobsj <jakobsj@users.noreply.github.com>2018-03-07 09:47:20 +0000
committerEdoardo Pasca <edo.paskino@gmail.com>2018-03-07 09:47:20 +0000
commit5386d63eb97d96e727d68107c9c705f5598101cf (patch)
treea6b2faae4f12b6094905f22b2dc4241776e92e91
parente7258f55ac540ea09d52c62c0895f41396d4ed21 (diff)
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ASTRA fp and bp as datasetprocessors used by operator (#39)
* Remove astra vol_geom and proj_geom from astra_op * Moved astra fp and bp from op into processor * Moved all astra from op into datasetproc * Moved geometry conversion to new astra_utils, clean up * two minor fixes
-rw-r--r--Wrappers/Python/ccpi/astra/astra_processors.py130
-rw-r--r--Wrappers/Python/ccpi/astra/astra_utils.py61
-rw-r--r--Wrappers/Python/ccpi/reconstruction/astra_ops.py112
3 files changed, 216 insertions, 87 deletions
diff --git a/Wrappers/Python/ccpi/astra/astra_processors.py b/Wrappers/Python/ccpi/astra/astra_processors.py
new file mode 100644
index 0000000..91612b1
--- /dev/null
+++ b/Wrappers/Python/ccpi/astra/astra_processors.py
@@ -0,0 +1,130 @@
+from ccpi.framework import DataSetProcessor, DataSet, VolumeData, SinogramData
+from ccpi.astra.astra_utils import convert_geometry_to_astra
+import astra
+
+
+class AstraForwardProjector(DataSetProcessor):
+ '''AstraForwardProjector
+
+ Forward project VolumeDataSet to SinogramDataSet using ASTRA proj_id.
+
+ Input: VolumeDataSet
+ Parameter: proj_id
+ Output: SinogramDataSet
+ '''
+
+ def __init__(self,
+ volume_geometry=None,
+ sinogram_geometry=None,
+ proj_id=None,
+ device='cpu'):
+ kwargs = {
+ 'volume_geometry' : volume_geometry,
+ 'sinogram_geometry' : sinogram_geometry,
+ 'proj_id' : proj_id,
+ 'device' : device
+ }
+
+ #DataSetProcessor.__init__(self, **kwargs)
+ super(AstraForwardProjector, self).__init__(**kwargs)
+
+ self.setVolumeGeometry(volume_geometry)
+ self.setSinogramGeometry(sinogram_geometry)
+
+ # Set up ASTRA Volume and projection geometry, not to be stored in self
+ vol_geom, proj_geom = convert_geometry_to_astra(self.volume_geometry,
+ self.sinogram_geometry)
+
+ # ASTRA projector, to be stored
+ if device == 'cpu':
+ # Note that 'line' is only for parallel (2D) and only one option
+ self.setProjector(astra.create_projector('line', proj_geom, vol_geom) )
+ elif device == 'gpu':
+ self.setProjector(astra.create_projector('cuda', proj_geom, vol_geom) )
+ else:
+ NotImplemented
+
+ def checkInput(self, dataset):
+ if dataset.number_of_dimensions == 3 or dataset.number_of_dimensions == 2:
+ return True
+ else:
+ raise ValueError("Expected input dimensions is 2 or 3, got {0}"\
+ .format(dataset.number_of_dimensions))
+
+ def setProjector(self, proj_id):
+ self.proj_id = proj_id
+
+ def setVolumeGeometry(self, volume_geometry):
+ self.volume_geometry = volume_geometry
+
+ def setSinogramGeometry(self, sinogram_geometry):
+ self.sinogram_geometry = sinogram_geometry
+
+ def process(self):
+ IM = self.getInput()
+ sinogram_id, DATA = astra.create_sino(IM.as_array(), self.proj_id)
+ astra.data2d.delete(sinogram_id)
+ return SinogramData(DATA,geometry=self.sinogram_geometry)
+
+class AstraBackProjector(DataSetProcessor):
+ '''AstraBackProjector
+
+ Back project SinogramDataSet to VolumeDataSet using ASTRA proj_id.
+
+ Input: SinogramDataSet
+ Parameter: proj_id
+ Output: VolumeDataSet
+ '''
+
+ def __init__(self,
+ volume_geometry=None,
+ sinogram_geometry=None,
+ proj_id=None,
+ device='cpu'):
+ kwargs = {
+ 'volume_geometry' : volume_geometry,
+ 'sinogram_geometry' : sinogram_geometry,
+ 'proj_id' : proj_id,
+ 'device' : device
+ }
+
+ #DataSetProcessor.__init__(self, **kwargs)
+ super(AstraBackProjector, self).__init__(**kwargs)
+
+ self.setVolumeGeometry(volume_geometry)
+ self.setSinogramGeometry(sinogram_geometry)
+
+ # Set up ASTRA Volume and projection geometry, not to be stored in self
+ vol_geom, proj_geom = convert_geometry_to_astra(self.volume_geometry,
+ self.sinogram_geometry)
+
+ # ASTRA projector, to be stored
+ if device == 'cpu':
+ # Note that 'line' is only for parallel (2D) and only one option
+ self.setProjector(astra.create_projector('line', proj_geom, vol_geom) )
+ elif device == 'gpu':
+ self.setProjector(astra.create_projector('cuda', proj_geom, vol_geom) )
+ else:
+ NotImplemented
+
+ def checkInput(self, dataset):
+ if dataset.number_of_dimensions == 3 or dataset.number_of_dimensions == 2:
+ return True
+ else:
+ raise ValueError("Expected input dimensions is 2 or 3, got {0}"\
+ .format(dataset.number_of_dimensions))
+
+ def setProjector(self, proj_id):
+ self.proj_id = proj_id
+
+ def setVolumeGeometry(self, volume_geometry):
+ self.volume_geometry = volume_geometry
+
+ def setSinogramGeometry(self, sinogram_geometry):
+ self.sinogram_geometry = sinogram_geometry
+
+ def process(self):
+ DATA = self.getInput()
+ rec_id, IM = astra.create_backprojection(DATA.as_array(), self.proj_id)
+ astra.data2d.delete(rec_id)
+ return VolumeData(IM,geometry=self.volume_geometry) \ No newline at end of file
diff --git a/Wrappers/Python/ccpi/astra/astra_utils.py b/Wrappers/Python/ccpi/astra/astra_utils.py
new file mode 100644
index 0000000..8b5043a
--- /dev/null
+++ b/Wrappers/Python/ccpi/astra/astra_utils.py
@@ -0,0 +1,61 @@
+import astra
+
+def convert_geometry_to_astra(volume_geometry, sinogram_geometry):
+ # Set up ASTRA Volume and projection geometry, not stored
+ if sinogram_geometry.dimension == '2D':
+ vol_geom = astra.create_vol_geom(volume_geometry.voxel_num_x,
+ volume_geometry.voxel_num_y,
+ volume_geometry.getMinX(),
+ volume_geometry.getMaxX(),
+ volume_geometry.getMinY(),
+ volume_geometry.getMaxY())
+
+ if sinogram_geometry.geom_type == 'parallel':
+ proj_geom = astra.create_proj_geom('parallel',
+ sinogram_geometry.pixel_size_h,
+ sinogram_geometry.pixel_num_h,
+ sinogram_geometry.angles)
+ elif sinogram_geometry.geom_type == 'cone':
+ proj_geom = astra.create_proj_geom('fanflat',
+ sinogram_geometry.pixel_size_h,
+ sinogram_geometry.pixel_num_h,
+ sinogram_geometry.angles,
+ sinogram_geometry.dist_source_center,
+ sinogram_geometry.dist_center_detector)
+ else:
+ NotImplemented
+
+ elif sinogram_geometry.dimension == '3D':
+ vol_geom = astra.create_vol_geom(volume_geometry.voxel_num_x,
+ volume_geometry.voxel_num_y,
+ volume_geometry.voxel_num_z,
+ volume_geometry.getMinX(),
+ volume_geometry.getMaxX(),
+ volume_geometry.getMinY(),
+ volume_geometry.getMaxY(),
+ volume_geometry.getMinZ(),
+ volume_geometry.getMaxZ())
+
+ if sinogram_geometry.proj_geom == 'parallel':
+ proj_geom = astra.create_proj_geom('parallel3d',
+ sinogram_geometry.pixel_size_h,
+ sinogram_geometry.pixel_size_v,
+ sinogram_geometry.pixel_num_v,
+ sinogram_geometry.pixel_num_h,
+ sinogram_geometry.angles)
+ elif sinogram_geometry.geom_type == 'cone':
+ proj_geom = astra.create_proj_geom('cone',
+ sinogram_geometry.pixel_size_h,
+ sinogram_geometry.pixel_size_v,
+ sinogram_geometry.pixel_num_v,
+ sinogram_geometry.pixel_num_h,
+ sinogram_geometry.angles,
+ sinogram_geometry.dist_source_center,
+ sinogram_geometry.dist_center_detector)
+ else:
+ NotImplemented
+
+ else:
+ NotImplemented
+
+ return vol_geom, proj_geom \ No newline at end of file
diff --git a/Wrappers/Python/ccpi/reconstruction/astra_ops.py b/Wrappers/Python/ccpi/reconstruction/astra_ops.py
index 452c86a..6af7af7 100644
--- a/Wrappers/Python/ccpi/reconstruction/astra_ops.py
+++ b/Wrappers/Python/ccpi/reconstruction/astra_ops.py
@@ -16,118 +16,56 @@
# along with this program. If not, see <http://www.gnu.org/licenses/>.
from ccpi.reconstruction.ops import Operator
-import astra
import numpy
from ccpi.framework import SinogramData, VolumeData
from ccpi.reconstruction.ops import PowerMethodNonsquare
+from ccpi.astra.astra_processors import AstraForwardProjector, AstraBackProjector
class AstraProjectorSimple(Operator):
"""ASTRA projector modified to use DataSet and geometry."""
def __init__(self, geomv, geomp, device):
super(AstraProjectorSimple, self).__init__()
- # Store our volume and sinogram geometries. Redundant with also
- # storing in ASTRA format below but needed to assign to
- # SinogramData in "direct" method and VolumeData in "adjoint" method
+ # Store volume and sinogram geometries.
self.sinogram_geometry = geomp
self.volume_geometry = geomv
- # ASTRA Volume geometry
- if geomp.dimension == '2D':
- self.vol_geom = astra.create_vol_geom(geomv.voxel_num_x,
- geomv.voxel_num_y,
- geomv.getMinX(),
- geomv.getMaxX(),
- geomv.getMinY(),
- geomv.getMaxY())
- elif geomp.dimension == '3D':
- self.vol_geom = astra.create_vol_geom(geomv.voxel_num_x,
- geomv.voxel_num_y,
- geomv.voxel_num_z,
- geomv.getMinX(),
- geomv.getMaxX(),
- geomv.getMinY(),
- geomv.getMaxY(),
- geomv.getMinZ(),
- geomv.getMaxZ())
- else:
- NotImplemented
-
-
- # ASTRA Projections geometry
- if geomp.dimension == '2D':
- if geomp.geom_type == 'parallel':
- self.proj_geom = astra.create_proj_geom('parallel',
- geomp.pixel_size_h,
- geomp.pixel_num_h,
- geomp.angles)
- elif geomp.geom_type == 'cone':
- self.proj_geom = astra.create_proj_geom('fanflat',
- geomp.pixel_size_h,
- geomp.pixel_num_h,
- geomp.angles,
- geomp.dist_source_center,
- geomp.dist_center_detector)
- else:
- NotImplemented
- elif geomp.dimension == '3D':
- if geomp.proj_geom == 'parallel':
- self.proj_geom = astra.create_proj_geom('parallel3d',
- geomp.pixel_size_h,
- geomp.pixel_size_v,
- geomp.pixel_num_v,
- geomp.pixel_num_h,
- geomp.angles)
- elif geomp.geom_type == 'cone':
- self.proj_geom = astra.create_proj_geom('cone',
- geomp.pixel_size_h,
- geomp.pixel_size_v,
- geomp.pixel_num_v,
- geomp.pixel_num_h,
- geomp.angles,
- geomp.dist_source_center,
- geomp.dist_center_detector)
- else:
- NotImplemented
- else:
- NotImplemented
-
- # ASTRA projector
- if device == 'cpu':
- # Note that 'line' is only for parallel (2D) and only one option
- self.proj_id = astra.create_projector('line', self.proj_geom,
- self.vol_geom) # for CPU
- elif device == 'gpu':
- self.proj_id = astra.create_projector('cuda', self.proj_geom,
- self.vol_geom) # for GPU
- else:
- NotImplemented
+ self.fp = AstraForwardProjector(volume_geometry=geomv,
+ sinogram_geometry=geomp,
+ proj_id=None,
+ device=device)
+ self.bp = AstraBackProjector(volume_geometry=geomv,
+ sinogram_geometry=geomp,
+ proj_id=None,
+ device=device)
+
+ # Initialise empty for singular value.
self.s1 = None
def direct(self, IM):
-
- sinogram_id, DATA = astra.create_sino(IM.as_array(), self.proj_id)
- astra.data2d.delete(sinogram_id)
- return SinogramData(DATA,geometry=self.sinogram_geometry)
+ self.fp.setInput(IM)
+ out = self.fp.getOutput()
+ return out
def adjoint(self, DATA):
- rec_id, IM = astra.create_backprojection(DATA.as_array(), self.proj_id)
- astra.data2d.delete(rec_id)
- return VolumeData(IM,geometry=self.volume_geometry)
+ self.bp.setInput(DATA)
+ out = self.bp.getOutput()
+ return out
- def delete(self):
- astra.data2d.delete(self.proj_id)
+ #def delete(self):
+ # astra.data2d.delete(self.proj_id)
def get_max_sing_val(self):
self.s1, sall, svec = PowerMethodNonsquare(self,10)
return self.s1
def size(self):
- return ( (self.proj_geom['ProjectionAngles'].size, \
- self.proj_geom['DetectorCount']), \
- (self.vol_geom['GridColCount'], \
- self.vol_geom['GridRowCount']) )
+ # Only implemented for 2D
+ return ( (self.sinogram_geometry.angles.size, \
+ self.sinogram_geometry.pixel_num_h), \
+ (self.volume_geometry.voxel_num_x, \
+ self.volume_geometry.voxel_num_y) )
class AstraProjector(Operator):