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Ensure compressed number of coils is not greater than existing number (
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fzimmermann89 authored Jan 7, 2025
1 parent d50b5aa commit cb9629c
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Showing 2 changed files with 23 additions and 10 deletions.
26 changes: 16 additions & 10 deletions src/mrpro/data/KData.py
Original file line number Diff line number Diff line change
Expand Up @@ -332,6 +332,13 @@ def compress_coils(
from mrpro.operators import PCACompressionOp

coil_dim = -4 % self.data.ndim

if n_compressed_coils > (n_current_coils := self.data.shape[coil_dim]):
raise ValueError(
f'Number of compressed coils ({n_compressed_coils}) cannot be greater '
f'than the number of current coils ({n_current_coils}).'
)

if batch_dims is not None and joint_dims is not Ellipsis:
raise ValueError('Either batch_dims or joint_dims can be defined not both.')

Expand All @@ -349,22 +356,21 @@ def compress_coils(

# reshape to (*batch dimension, -1, coils)
permute_order = (
batch_dims_normalized
+ [i for i in range(self.data.ndim) if i != coil_dim and i not in batch_dims_normalized]
+ [coil_dim]
*batch_dims_normalized,
*[i for i in range(self.data.ndim) if i != coil_dim and i not in batch_dims_normalized],
coil_dim,
)
kdata_coil_compressed = self.data.permute(permute_order)
permuted_kdata_shape = kdata_coil_compressed.shape
kdata_coil_compressed = kdata_coil_compressed.flatten(
kdata_permuted = self.data.permute(permute_order)
kdata_flattened = kdata_permuted.flatten(
start_dim=len(batch_dims_normalized), end_dim=-2
) # keep separate dimensions and coil

pca_compression_op = PCACompressionOp(data=kdata_coil_compressed, n_components=n_compressed_coils)
(kdata_coil_compressed,) = pca_compression_op(kdata_coil_compressed)

pca_compression_op = PCACompressionOp(data=kdata_flattened, n_components=n_compressed_coils)
(kdata_coil_compressed_flattened,) = pca_compression_op(kdata_flattened)
del kdata_flattened
# reshape to original dimensions and undo permutation
kdata_coil_compressed = torch.reshape(
kdata_coil_compressed, [*permuted_kdata_shape[:-1], n_compressed_coils]
kdata_coil_compressed_flattened, [*kdata_permuted.shape[:-1], n_compressed_coils]
).permute(*np.argsort(permute_order))

return type(self)(self.header.clone(), kdata_coil_compressed, self.traj.clone())
Expand Down
7 changes: 7 additions & 0 deletions tests/data/test_kdata.py
Original file line number Diff line number Diff line change
Expand Up @@ -574,3 +574,10 @@ def test_KData_compress_coils_error_coil_dim(consistently_shaped_kdata):

with pytest.raises(ValueError, match='Coil dimension must not'):
consistently_shaped_kdata.compress_coils(n_compressed_coils=3, joint_dims=(-4,))


def test_KData_compress_coils_error_n_coils(consistently_shaped_kdata):
"""Test if error is raised if new coils would be larger than existing coils"""
existing_coils = consistently_shaped_kdata.data.shape[-4]
with pytest.raises(ValueError, match='greater'):
consistently_shaped_kdata.compress_coils(existing_coils + 1)

3 comments on commit cb9629c

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Coverage

Coverage Report
FileStmtsMissCoverMissing
src/mrpro/algorithms/csm
   inati.py24196%44
   walsh.py16194%34
src/mrpro/algorithms/dcf
   dcf_voronoi.py53492%15, 48–49, 76
src/mrpro/algorithms/optimizers
   adam.py20195%69
src/mrpro/algorithms/reconstruction
   DirectReconstruction.py281643%51–71, 85
   IterativeSENSEReconstruction.py13192%76
   Reconstruction.py502256%42, 54–56, 80–87, 104–113
   RegularizedIterativeSENSEReconstruction.py411759%96–100, 114–139
src/mrpro/data
   AcqInfo.py128398%26, 169, 207
   CsmData.py29390%15, 82–84
   DcfData.py45882%18, 66, 78–83
   IData.py67987%119, 125, 129, 159–167
   IHeader.py75791%75, 109, 127–131
   KData.py2142588%111–112, 127, 134, 144, 152, 206–207, 245, 250–251, 270–281, 435, 437, 500, 515, 552, 583, 592
   KHeader.py1531789%25, 119–123, 150, 199, 210, 217–218, 221, 228, 260–271
   KNoise.py311552%39–52, 56–61
   KTrajectory.py811285%108–113, 116–118, 203–207
   MoveDataMixin.py1401887%15, 113, 129, 143–145, 207, 323–325, 338, 417, 437–438, 440, 455–456, 458
   QData.py39782%42, 65–73
   Rotation.py6743595%100, 198, 335, 433, 477, 495, 581, 583, 592, 626, 628, 691, 768, 773, 776, 791, 808, 813, 889, 1077, 1082, 1085, 1109, 1113, 1240, 1242, 1250–1251, 1315, 1397, 1690, 1846, 1881, 1885, 1996
   SpatialDimension.py2322191%34, 104, 141, 148, 154, 274–276, 289–291, 325, 343, 356, 369, 382, 395, 404–405, 420, 429
   acq_filters.py12192%47
src/mrpro/data/traj_calculators
   KTrajectoryCalculator.py25292%23, 45
   KTrajectoryIsmrmrd.py13285%41, 50
   KTrajectoryPulseq.py23196%55
src/mrpro/operators
   CartesianSamplingOp.py89397%118, 157, 280
   ConstraintsOp.py60297%46, 48
   EndomorphOperator.py65297%228, 234
   FiniteDifferenceOp.py27293%40, 105
   FourierOp.py158398%263, 381, 386
   Functional.py71593%20–22, 117, 119
   GridSamplingOp.py136993%72–73, 82–83, 90–91, 94, 96, 98
   LinearOperator.py1681094%55, 91, 190, 220, 261, 270, 278, 287, 295, 320
   LinearOperatorMatrix.py1581690%82, 119, 152, 161, 166, 175–178, 191–194, 203, 215, 304, 331, 359
   MultiIdentityOp.py13285%43, 48
   Operator.py78297%25, 74
   ProximableFunctionalSeparableSum.py39392%50, 103, 110
   SliceProjectionOp.py173895%44, 61, 63, 69, 206, 227, 260, 300
   WaveletOp.py120596%152, 170, 205, 210, 233
   ZeroPadOp.py16194%30
src/mrpro/utils
   filters.py62297%44, 49
   reshape.py60198%191
   slice_profiles.py46687%20, 36, 113–116, 149
   sliding_window.py34197%34
   split_idx.py10280%43, 47
   summarize_tensorvalues.py11918%20–29
   typing.py181139%8–23
   zero_pad_or_crop.py31681%26, 30, 54, 57, 60, 63
TOTAL489136093% 

Tests Skipped Failures Errors Time
2263 0 💤 0 ❌ 0 🔥 55.853s ⏱️

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Coverage

Coverage Report
FileStmtsMissCoverMissing
src/mrpro/algorithms/csm
   inati.py24196%44
   walsh.py16194%34
src/mrpro/algorithms/dcf
   dcf_voronoi.py53492%15, 48–49, 76
src/mrpro/algorithms/optimizers
   adam.py20195%69
src/mrpro/algorithms/reconstruction
   DirectReconstruction.py281643%51–71, 85
   IterativeSENSEReconstruction.py13192%76
   Reconstruction.py502256%42, 54–56, 80–87, 104–113
   RegularizedIterativeSENSEReconstruction.py411759%96–100, 114–139
src/mrpro/data
   AcqInfo.py128398%26, 169, 207
   CsmData.py29390%15, 82–84
   DcfData.py45882%18, 66, 78–83
   IData.py67987%119, 125, 129, 159–167
   IHeader.py75791%75, 109, 127–131
   KData.py2142588%111–112, 127, 134, 144, 152, 206–207, 245, 250–251, 270–281, 435, 437, 500, 515, 552, 583, 592
   KHeader.py1531789%25, 119–123, 150, 199, 210, 217–218, 221, 228, 260–271
   KNoise.py311552%39–52, 56–61
   KTrajectory.py811285%108–113, 116–118, 203–207
   MoveDataMixin.py1401887%15, 113, 129, 143–145, 207, 323–325, 338, 417, 437–438, 440, 455–456, 458
   QData.py39782%42, 65–73
   Rotation.py6743595%100, 198, 335, 433, 477, 495, 581, 583, 592, 626, 628, 691, 768, 773, 776, 791, 808, 813, 889, 1077, 1082, 1085, 1109, 1113, 1240, 1242, 1250–1251, 1315, 1397, 1690, 1846, 1881, 1885, 1996
   SpatialDimension.py2322191%34, 104, 141, 148, 154, 274–276, 289–291, 325, 343, 356, 369, 382, 395, 404–405, 420, 429
   acq_filters.py12192%47
src/mrpro/data/traj_calculators
   KTrajectoryCalculator.py25292%23, 45
   KTrajectoryIsmrmrd.py13285%41, 50
   KTrajectoryPulseq.py23196%55
src/mrpro/operators
   CartesianSamplingOp.py89397%118, 157, 280
   ConstraintsOp.py60297%46, 48
   EndomorphOperator.py65297%228, 234
   FiniteDifferenceOp.py27293%40, 105
   FourierOp.py158398%263, 381, 386
   Functional.py71593%20–22, 117, 119
   GridSamplingOp.py136993%72–73, 82–83, 90–91, 94, 96, 98
   LinearOperator.py1681094%55, 91, 190, 220, 261, 270, 278, 287, 295, 320
   LinearOperatorMatrix.py1581690%82, 119, 152, 161, 166, 175–178, 191–194, 203, 215, 304, 331, 359
   MultiIdentityOp.py13285%43, 48
   Operator.py78297%25, 74
   ProximableFunctionalSeparableSum.py39392%50, 103, 110
   SliceProjectionOp.py173895%44, 61, 63, 69, 206, 227, 260, 300
   WaveletOp.py120596%152, 170, 205, 210, 233
   ZeroPadOp.py16194%30
src/mrpro/utils
   filters.py62297%44, 49
   reshape.py60198%191
   slice_profiles.py46687%20, 36, 113–116, 149
   sliding_window.py34197%34
   split_idx.py10280%43, 47
   summarize_tensorvalues.py11918%20–29
   typing.py181139%8–23
   zero_pad_or_crop.py31681%26, 30, 54, 57, 60, 63
TOTAL489136093% 

Tests Skipped Failures Errors Time
2263 0 💤 0 ❌ 0 🔥 1m 4s ⏱️

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Coverage

Coverage Report
FileStmtsMissCoverMissing
src/mrpro/algorithms/csm
   inati.py24196%44
   walsh.py16194%34
src/mrpro/algorithms/dcf
   dcf_voronoi.py53492%15, 48–49, 76
src/mrpro/algorithms/optimizers
   adam.py20195%69
src/mrpro/algorithms/reconstruction
   DirectReconstruction.py281643%51–71, 85
   IterativeSENSEReconstruction.py13192%76
   Reconstruction.py502256%42, 54–56, 80–87, 104–113
   RegularizedIterativeSENSEReconstruction.py411759%96–100, 114–139
src/mrpro/data
   AcqInfo.py128398%26, 169, 207
   CsmData.py29390%15, 82–84
   DcfData.py45882%18, 66, 78–83
   IData.py67987%119, 125, 129, 159–167
   IHeader.py75791%75, 109, 127–131
   KData.py2142588%111–112, 127, 134, 144, 152, 206–207, 245, 250–251, 270–281, 435, 437, 500, 515, 552, 583, 592
   KHeader.py1531789%25, 119–123, 150, 199, 210, 217–218, 221, 228, 260–271
   KNoise.py311552%39–52, 56–61
   KTrajectory.py811285%108–113, 116–118, 203–207
   MoveDataMixin.py1401887%15, 113, 129, 143–145, 207, 323–325, 338, 417, 437–438, 440, 455–456, 458
   QData.py39782%42, 65–73
   Rotation.py6743595%100, 198, 335, 433, 477, 495, 581, 583, 592, 626, 628, 691, 768, 773, 776, 791, 808, 813, 889, 1077, 1082, 1085, 1109, 1113, 1240, 1242, 1250–1251, 1315, 1397, 1690, 1846, 1881, 1885, 1996
   SpatialDimension.py2322191%34, 104, 141, 148, 154, 274–276, 289–291, 325, 343, 356, 369, 382, 395, 404–405, 420, 429
   acq_filters.py12192%47
src/mrpro/data/traj_calculators
   KTrajectoryCalculator.py25292%23, 45
   KTrajectoryIsmrmrd.py13285%41, 50
   KTrajectoryPulseq.py23196%55
src/mrpro/operators
   CartesianSamplingOp.py89397%118, 157, 280
   ConstraintsOp.py60297%46, 48
   EndomorphOperator.py65297%228, 234
   FiniteDifferenceOp.py27293%40, 105
   FourierOp.py158398%263, 381, 386
   Functional.py71593%20–22, 117, 119
   GridSamplingOp.py136993%72–73, 82–83, 90–91, 94, 96, 98
   LinearOperator.py1681094%55, 91, 190, 220, 261, 270, 278, 287, 295, 320
   LinearOperatorMatrix.py1581690%82, 119, 152, 161, 166, 175–178, 191–194, 203, 215, 304, 331, 359
   MultiIdentityOp.py13285%43, 48
   Operator.py78297%25, 74
   ProximableFunctionalSeparableSum.py39392%50, 103, 110
   SliceProjectionOp.py173895%44, 61, 63, 69, 206, 227, 260, 300
   WaveletOp.py120596%152, 170, 205, 210, 233
   ZeroPadOp.py16194%30
src/mrpro/utils
   filters.py62297%44, 49
   reshape.py60198%191
   slice_profiles.py46687%20, 36, 113–116, 149
   sliding_window.py34197%34
   split_idx.py10280%43, 47
   summarize_tensorvalues.py11918%20–29
   typing.py181139%8–23
   zero_pad_or_crop.py31681%26, 30, 54, 57, 60, 63
TOTAL489136093% 

Tests Skipped Failures Errors Time
2263 0 💤 0 ❌ 0 🔥 1m 9s ⏱️

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