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-rw-r--r--src/Python/test_reconstructor.py60
1 files changed, 40 insertions, 20 deletions
diff --git a/src/Python/test_reconstructor.py b/src/Python/test_reconstructor.py
index 0fd08f5..76ce3ac 100644
--- a/src/Python/test_reconstructor.py
+++ b/src/Python/test_reconstructor.py
@@ -23,10 +23,10 @@ nx = h5py.File(filename, "r")
entries = [entry for entry in nx['/'].keys()]
print (entries)
-Sino3D = numpy.asarray(nx.get('/Sino3D'))
-Weights3D = numpy.asarray(nx.get('/Weights3D'))
+Sino3D = numpy.asarray(nx.get('/Sino3D'), dtype="float32")
+Weights3D = numpy.asarray(nx.get('/Weights3D'), dtype="float32")
angSize = numpy.asarray(nx.get('/angSize'), dtype=int)[0]
-angles_rad = numpy.asarray(nx.get('/angles_rad'))
+angles_rad = numpy.asarray(nx.get('/angles_rad'), dtype="float32")
recon_size = numpy.asarray(nx.get('/recon_size'), dtype=int)[0]
size_det = numpy.asarray(nx.get('/size_det'), dtype=int)[0]
slices_tot = numpy.asarray(nx.get('/slices_tot'), dtype=int)[0]
@@ -62,17 +62,18 @@ vol_geom = astra.creators.create_vol_geom( image_size_x,
#N = params.vol_geom.GridColCount
pars = dict()
-pars['projector_geometry'] = proj_geom
-pars['output_geometry'] = vol_geom
-pars['input_sinogram'] = Sino3D
+pars['projector_geometry'] = proj_geom.copy()
+pars['output_geometry'] = vol_geom.copy()
+pars['input_sinogram'] = Sino3D.copy()
sliceZ , nangles , detectors = numpy.shape(Sino3D)
pars['detectors'] = detectors
pars['number_of_angles'] = nangles
pars['SlicesZ'] = sliceZ
-pars['weights'] = numpy.ones(numpy.shape(pars['input_sinogram']))
-
+#pars['weights'] = numpy.ones(numpy.shape(pars['input_sinogram']))
+pars['weights'] = Weights3D.copy()
+
N = pars['output_geometry']['GridColCount']
proj_geom = pars['projector_geometry']
vol_geom = pars['output_geometry']
@@ -82,7 +83,7 @@ SlicesZ = pars['SlicesZ']
if (proj_geom['type'] == 'parallel') or (proj_geom['type'] == 'parallel3d'):
#% for parallel geometry we can do just one slice
print('Calculating Lipshitz constant for parallel beam geometry...')
- niter = 15;# % number of iteration for the PM
+ niter = 16;# % number of iteration for the PM
#N = params.vol_geom.GridColCount;
#x1 = rand(N,N,1);
x1 = numpy.random.rand(1,N,N)
@@ -96,7 +97,8 @@ if (proj_geom['type'] == 'parallel') or (proj_geom['type'] == 'parallel3d'):
#[sino_id, y] = astra_create_sino3d_cuda(x1, proj_geomT, vol_geomT);
import matplotlib.pyplot as plt
- fig = plt.figure()
+ fig = []
+ props = dict(boxstyle='round', facecolor='wheat', alpha=0.5)
#a.set_title('Lipschitz')
for i in range(niter):
@@ -107,14 +109,27 @@ if (proj_geom['type'] == 'parallel') or (proj_geom['type'] == 'parallel3d'):
# y = sqweight.*y;
# astra_mex_data3d('delete', sino_id);
# astra_mex_data3d('delete', id);
- print ("iteration {0}".format(i))
+ #print ("iteration {0}".format(i))
+ fig.append(plt.figure())
+
+ a=fig[-1].add_subplot(1,2,1)
+ a.text(0.05, 0.95, "iteration {0}, x1".format(i), transform=a.transAxes,
+ fontsize=14,verticalalignment='top', bbox=props)
+
+ imgplot = plt.imshow(x1[0].copy())
+
+
sino_id, y = astra.creators.create_sino3d_gpu(x1,
proj_geomT,
vol_geomT)
- #a=fig.add_subplot(2,1,1)
- #imgplot = plt.imshow(y[0])
+ a=fig[-1].add_subplot(1,2,2)
+ a.text(0.05, 0.95, "iteration {0}, y".format(i),
+ transform=a.transAxes, fontsize=14,verticalalignment='top',
+ bbox=props)
+
+ imgplot = plt.imshow(y[0].copy())
- y = sqweight * y # element wise multiplication
+ y = (sqweight * y).copy() # element wise multiplication
#b=fig.add_subplot(2,1,2)
#imgplot = plt.imshow(x1[0])
@@ -122,15 +137,17 @@ if (proj_geom['type'] == 'parallel') or (proj_geom['type'] == 'parallel3d'):
#astra_mex_data3d('delete', sino_id);
astra.matlab.data3d('delete', sino_id)
+ del x1
- idx,x1 = astra.creators.create_backprojection3d_gpu(sqweight*y,
+ idx,x1 = astra.creators.create_backprojection3d_gpu((sqweight*y).copy(),
proj_geomT,
- vol_geomT);
- print ("shape {1} x1 {0}".format(x1.T[:4].T, numpy.shape(x1)))
+ vol_geomT)
+ del y
+
+
s = numpy.linalg.norm(x1)
### this line?
- x1 = x1/s;
- print ("x1 {0}".format(x1.T[:4].T))
+ x1 = (x1/s).copy();
# ### this line?
# sino_id, y = astra.creators.create_sino3d_gpu(x1,
@@ -138,10 +155,13 @@ if (proj_geom['type'] == 'parallel') or (proj_geom['type'] == 'parallel3d'):
# vol_geomT);
# y = sqweight * y;
astra.matlab.data3d('delete', sino_id);
- astra.matlab.data3d('delete', idx);
+ astra.matlab.data3d('delete', idx)
+ print ("iteration {0} s= {1}".format(i,s))
+
#end
del proj_geomT
del vol_geomT
+ #plt.show()
else:
#% divergen beam geometry
print('Calculating Lipshitz constant for divergen beam geometry...')