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authorEdoardo Pasca <edo.paskino@gmail.com>2019-10-14 15:12:43 +0100
committerGitHub <noreply@github.com>2019-10-14 15:12:43 +0100
commit085cd86804225df160570a0ffe386cd7eeb806e0 (patch)
treebaa7becc1dbf131ac574d029f4ec438d12fb668d /Wrappers/Python
parent82ea0b9aa83affdac19ceaf6bf800b690934bb07 (diff)
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Finite diff allocate (#389)
* allocate output from geometry * removed non-default location of TestData
Diffstat (limited to 'Wrappers/Python')
-rw-r--r--Wrappers/Python/ccpi/optimisation/operators/FiniteDifferenceOperator.py152
-rwxr-xr-xWrappers/Python/test/test_algorithms.py7
2 files changed, 82 insertions, 77 deletions
diff --git a/Wrappers/Python/ccpi/optimisation/operators/FiniteDifferenceOperator.py b/Wrappers/Python/ccpi/optimisation/operators/FiniteDifferenceOperator.py
index 3cc4309..6e2f49a 100644
--- a/Wrappers/Python/ccpi/optimisation/operators/FiniteDifferenceOperator.py
+++ b/Wrappers/Python/ccpi/optimisation/operators/FiniteDifferenceOperator.py
@@ -69,38 +69,37 @@ class FiniteDiff(LinearOperator):
x_asarr = x.as_array()
x_sz = len(x.shape)
-
- if out is None:
- res = x * 0
- #out = np.zeros_like(x_asarr)
- out = res.as_array()
+ outnone = False
+ if out is None:
+ outnone = True
+ ret = self.domain_geometry().allocate()
+ outa = ret.as_array()
else:
- res = out
- out = out.as_array()
- out[:]=0
+ outa = out.as_array()
+ outa[:]=0
######################## Direct for 2D ###############################
if x_sz == 2:
if self.direction == 1:
- np.subtract( x_asarr[:,1:], x_asarr[:,0:-1], out = out[:,0:-1] )
+ np.subtract( x_asarr[:,1:], x_asarr[:,0:-1], out = outa[:,0:-1] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0], x_asarr[:,-1], out = out[:,-1] )
+ np.subtract( x_asarr[:,0], x_asarr[:,-1], out = outa[:,-1] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 0:
- np.subtract( x_asarr[1:], x_asarr[0:-1], out = out[0:-1,:] )
+ np.subtract( x_asarr[1:], x_asarr[0:-1], out = outa[0:-1,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:], x_asarr[-1,:], out = out[-1,:] )
+ np.subtract( x_asarr[0,:], x_asarr[-1,:], out = outa[-1,:] )
else:
raise ValueError('No valid boundary conditions')
@@ -109,35 +108,35 @@ class FiniteDiff(LinearOperator):
if self.direction == 0:
- np.subtract( x_asarr[1:,:,:], x_asarr[0:-1,:,:], out = out[0:-1,:,:] )
+ np.subtract( x_asarr[1:,:,:], x_asarr[0:-1,:,:], out = outa[0:-1,:,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:,:], x_asarr[-1,:,:], out = out[-1,:,:] )
+ np.subtract( x_asarr[0,:,:], x_asarr[-1,:,:], out = outa[-1,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 1:
- np.subtract( x_asarr[:,1:,:], x_asarr[:,0:-1,:], out = out[:,0:-1,:] )
+ np.subtract( x_asarr[:,1:,:], x_asarr[:,0:-1,:], out = outa[:,0:-1,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0,:], x_asarr[:,-1,:], out = out[:,-1,:] )
+ np.subtract( x_asarr[:,0,:], x_asarr[:,-1,:], out = outa[:,-1,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 2:
- np.subtract( x_asarr[:,:,1:], x_asarr[:,:,0:-1], out = out[:,:,0:-1] )
+ np.subtract( x_asarr[:,:,1:], x_asarr[:,:,0:-1], out = outa[:,:,0:-1] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,0], x_asarr[:,:,-1], out = out[:,:,-1] )
+ np.subtract( x_asarr[:,:,0], x_asarr[:,:,-1], out = outa[:,:,-1] )
else:
raise ValueError('No valid boundary conditions')
@@ -145,42 +144,42 @@ class FiniteDiff(LinearOperator):
elif x_sz == 4:
if self.direction == 0:
- np.subtract( x_asarr[1:,:,:,:], x_asarr[0:-1,:,:,:], out = out[0:-1,:,:,:] )
+ np.subtract( x_asarr[1:,:,:,:], x_asarr[0:-1,:,:,:], out = outa[0:-1,:,:,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:,:,:], x_asarr[-1,:,:,:], out = out[-1,:,:,:] )
+ np.subtract( x_asarr[0,:,:,:], x_asarr[-1,:,:,:], out = outa[-1,:,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 1:
- np.subtract( x_asarr[:,1:,:,:], x_asarr[:,0:-1,:,:], out = out[:,0:-1,:,:] )
+ np.subtract( x_asarr[:,1:,:,:], x_asarr[:,0:-1,:,:], out = outa[:,0:-1,:,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0,:,:], x_asarr[:,-1,:,:], out = out[:,-1,:,:] )
+ np.subtract( x_asarr[:,0,:,:], x_asarr[:,-1,:,:], out = outa[:,-1,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 2:
- np.subtract( x_asarr[:,:,1:,:], x_asarr[:,:,0:-1,:], out = out[:,:,0:-1,:] )
+ np.subtract( x_asarr[:,:,1:,:], x_asarr[:,:,0:-1,:], out = outa[:,:,0:-1,:] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,0,:], x_asarr[:,:,-1,:], out = out[:,:,-1,:] )
+ np.subtract( x_asarr[:,:,0,:], x_asarr[:,:,-1,:], out = outa[:,:,-1,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 3:
- np.subtract( x_asarr[:,:,:,1:], x_asarr[:,:,:,0:-1], out = out[:,:,:,0:-1] )
+ np.subtract( x_asarr[:,:,:,1:], x_asarr[:,:,:,0:-1], out = outa[:,:,:,0:-1] )
if self.bnd_cond == 'Neumann':
pass
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,:,0], x_asarr[:,:,:,-1], out = out[:,:,:,-1] )
+ np.subtract( x_asarr[:,:,:,0], x_asarr[:,:,:,-1], out = outa[:,:,:,-1] )
else:
raise ValueError('No valid boundary conditions')
@@ -189,23 +188,24 @@ class FiniteDiff(LinearOperator):
# res = out #/self.voxel_size
#return type(x)(out)
- res.fill(out)
- return res
+ if outnone:
+ ret.fill(outa)
+ return ret
def adjoint(self, x, out=None):
x_asarr = x.as_array()
x_sz = len(x.shape)
-
- if out is None:
+ outnone = False
+ if out is None:
+ outnone = True
+ ret = self.range_geometry().allocate()
+ outa = ret.as_array()
#out = np.zeros_like(x_asarr)
- res = x * 0
- out = res.as_array()
else:
- res = out
- out = out.as_array()
- out[:]=0
+ outa = out.as_array()
+ outa[:]=0
######################## Adjoint for 2D ###############################
@@ -213,28 +213,28 @@ class FiniteDiff(LinearOperator):
if self.direction == 1:
- np.subtract( x_asarr[:,1:], x_asarr[:,0:-1], out = out[:,1:] )
+ np.subtract( x_asarr[:,1:], x_asarr[:,0:-1], out = outa[:,1:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,0], 0, out = out[:,0] )
- np.subtract( -x_asarr[:,-2], 0, out = out[:,-1] )
+ np.subtract( x_asarr[:,0], 0, out = outa[:,0] )
+ np.subtract( -x_asarr[:,-2], 0, out = outa[:,-1] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0], x_asarr[:,-1], out = out[:,0] )
+ np.subtract( x_asarr[:,0], x_asarr[:,-1], out = outa[:,0] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 0:
- np.subtract( x_asarr[1:,:], x_asarr[0:-1,:], out = out[1:,:] )
+ np.subtract( x_asarr[1:,:], x_asarr[0:-1,:], out = outa[1:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[0,:], 0, out = out[0,:] )
- np.subtract( -x_asarr[-2,:], 0, out = out[-1,:] )
+ np.subtract( x_asarr[0,:], 0, out = outa[0,:] )
+ np.subtract( -x_asarr[-2,:], 0, out = outa[-1,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:], x_asarr[-1,:], out = out[0,:] )
+ np.subtract( x_asarr[0,:], x_asarr[-1,:], out = outa[0,:] )
else:
raise ValueError('No valid boundary conditions')
@@ -244,35 +244,35 @@ class FiniteDiff(LinearOperator):
if self.direction == 0:
- np.subtract( x_asarr[1:,:,:], x_asarr[0:-1,:,:], out = out[1:,:,:] )
+ np.subtract( x_asarr[1:,:,:], x_asarr[0:-1,:,:], out = outa[1:,:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[0,:,:], 0, out = out[0,:,:] )
- np.subtract( -x_asarr[-2,:,:], 0, out = out[-1,:,:] )
+ np.subtract( x_asarr[0,:,:], 0, out = outa[0,:,:] )
+ np.subtract( -x_asarr[-2,:,:], 0, out = outa[-1,:,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:,:], x_asarr[-1,:,:], out = out[0,:,:] )
+ np.subtract( x_asarr[0,:,:], x_asarr[-1,:,:], out = outa[0,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 1:
- np.subtract( x_asarr[:,1:,:], x_asarr[:,0:-1,:], out = out[:,1:,:] )
+ np.subtract( x_asarr[:,1:,:], x_asarr[:,0:-1,:], out = outa[:,1:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,0,:], 0, out = out[:,0,:] )
- np.subtract( -x_asarr[:,-2,:], 0, out = out[:,-1,:] )
+ np.subtract( x_asarr[:,0,:], 0, out = outa[:,0,:] )
+ np.subtract( -x_asarr[:,-2,:], 0, out = outa[:,-1,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0,:], x_asarr[:,-1,:], out = out[:,0,:] )
+ np.subtract( x_asarr[:,0,:], x_asarr[:,-1,:], out = outa[:,0,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 2:
- np.subtract( x_asarr[:,:,1:], x_asarr[:,:,0:-1], out = out[:,:,1:] )
+ np.subtract( x_asarr[:,:,1:], x_asarr[:,:,0:-1], out = outa[:,:,1:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,:,0], 0, out = out[:,:,0] )
- np.subtract( -x_asarr[:,:,-2], 0, out = out[:,:,-1] )
+ np.subtract( x_asarr[:,:,0], 0, out = outa[:,:,0] )
+ np.subtract( -x_asarr[:,:,-2], 0, out = outa[:,:,-1] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,0], x_asarr[:,:,-1], out = out[:,:,0] )
+ np.subtract( x_asarr[:,:,0], x_asarr[:,:,-1], out = outa[:,:,0] )
else:
raise ValueError('No valid boundary conditions')
@@ -280,61 +280,63 @@ class FiniteDiff(LinearOperator):
elif x_sz == 4:
if self.direction == 0:
- np.subtract( x_asarr[1:,:,:,:], x_asarr[0:-1,:,:,:], out = out[1:,:,:,:] )
+ np.subtract( x_asarr[1:,:,:,:], x_asarr[0:-1,:,:,:], out = outa[1:,:,:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[0,:,:,:], 0, out = out[0,:,:,:] )
- np.subtract( -x_asarr[-2,:,:,:], 0, out = out[-1,:,:,:] )
+ np.subtract( x_asarr[0,:,:,:], 0, out = outa[0,:,:,:] )
+ np.subtract( -x_asarr[-2,:,:,:], 0, out = outa[-1,:,:,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[0,:,:,:], x_asarr[-1,:,:,:], out = out[0,:,:,:] )
+ np.subtract( x_asarr[0,:,:,:], x_asarr[-1,:,:,:], out = outa[0,:,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 1:
- np.subtract( x_asarr[:,1:,:,:], x_asarr[:,0:-1,:,:], out = out[:,1:,:,:] )
+ np.subtract( x_asarr[:,1:,:,:], x_asarr[:,0:-1,:,:], out = outa[:,1:,:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,0,:,:], 0, out = out[:,0,:,:] )
- np.subtract( -x_asarr[:,-2,:,:], 0, out = out[:,-1,:,:] )
+ np.subtract( x_asarr[:,0,:,:], 0, out = outa[:,0,:,:] )
+ np.subtract( -x_asarr[:,-2,:,:], 0, out = outa[:,-1,:,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,0,:,:], x_asarr[:,-1,:,:], out = out[:,0,:,:] )
+ np.subtract( x_asarr[:,0,:,:], x_asarr[:,-1,:,:], out = outa[:,0,:,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 2:
- np.subtract( x_asarr[:,:,1:,:], x_asarr[:,:,0:-1,:], out = out[:,:,1:,:] )
+ np.subtract( x_asarr[:,:,1:,:], x_asarr[:,:,0:-1,:], out = outa[:,:,1:,:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,:,0,:], 0, out = out[:,:,0,:] )
- np.subtract( -x_asarr[:,:,-2,:], 0, out = out[:,:,-1,:] )
+ np.subtract( x_asarr[:,:,0,:], 0, out = outa[:,:,0,:] )
+ np.subtract( -x_asarr[:,:,-2,:], 0, out = outa[:,:,-1,:] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,0,:], x_asarr[:,:,-1,:], out = out[:,:,0,:] )
+ np.subtract( x_asarr[:,:,0,:], x_asarr[:,:,-1,:], out = outa[:,:,0,:] )
else:
raise ValueError('No valid boundary conditions')
if self.direction == 3:
- np.subtract( x_asarr[:,:,:,1:], x_asarr[:,:,:,0:-1], out = out[:,:,:,1:] )
+ np.subtract( x_asarr[:,:,:,1:], x_asarr[:,:,:,0:-1], out = outa[:,:,:,1:] )
if self.bnd_cond == 'Neumann':
- np.subtract( x_asarr[:,:,:,0], 0, out = out[:,:,:,0] )
- np.subtract( -x_asarr[:,:,:,-2], 0, out = out[:,:,:,-1] )
+ np.subtract( x_asarr[:,:,:,0], 0, out = outa[:,:,:,0] )
+ np.subtract( -x_asarr[:,:,:,-2], 0, out = outa[:,:,:,-1] )
elif self.bnd_cond == 'Periodic':
- np.subtract( x_asarr[:,:,:,0], x_asarr[:,:,:,-1], out = out[:,:,:,0] )
+ np.subtract( x_asarr[:,:,:,0], x_asarr[:,:,:,-1], out = outa[:,:,:,0] )
else:
raise ValueError('No valid boundary conditions')
else:
raise NotImplementedError
- out *= -1 #/self.voxel_size
- #return type(x)(out)
- res.fill(out)
- return res
+ outa *= -1 #/self.voxel_size
+ if outnone:
+ ret.fill(outa)
+ return ret
+ #else:
+ # out.fill(outa)
def range_geometry(self):
diff --git a/Wrappers/Python/test/test_algorithms.py b/Wrappers/Python/test/test_algorithms.py
index 1dd198a..d129382 100755
--- a/Wrappers/Python/test/test_algorithms.py
+++ b/Wrappers/Python/test/test_algorithms.py
@@ -195,7 +195,9 @@ class TestAlgorithms(unittest.TestCase):
print ("PDHG Denoising with 3 noises")
# adapted from demo PDHG_TV_Color_Denoising.py in CIL-Demos repository
- loader = TestData(data_dir=os.path.join(sys.prefix, 'share','ccpi'))
+ # loader = TestData(data_dir=os.path.join(sys.prefix, 'share','ccpi'))
+ loader = TestData()
+
data = loader.load(TestData.PEPPERS, size=(256,256))
ig = data.geometry
ag = ig
@@ -314,7 +316,8 @@ class TestAlgorithms(unittest.TestCase):
def test_FISTA_Denoising(self):
print ("FISTA Denoising Poisson Noise Tikhonov")
# adapted from demo FISTA_Tikhonov_Poisson_Denoising.py in CIL-Demos repository
- loader = TestData(data_dir=os.path.join(sys.prefix, 'share','ccpi'))
+ #loader = TestData(data_dir=os.path.join(sys.prefix, 'share','ccpi'))
+ loader = TestData()
data = loader.load(TestData.SHAPES)
ig = data.geometry
ag = ig