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| from __future__ import annotations |
|
|
| from .adaptors import FunctionSignature, adaptor, apply_alias, to_kwargs |
| from .compose import Compose, OneOf, RandomOrder, SomeOf |
| from .croppad.array import ( |
| BorderPad, |
| BoundingRect, |
| CenterScaleCrop, |
| CenterSpatialCrop, |
| Crop, |
| CropForeground, |
| DivisiblePad, |
| Pad, |
| RandCropByLabelClasses, |
| RandCropByPosNegLabel, |
| RandScaleCrop, |
| RandSpatialCrop, |
| RandSpatialCropSamples, |
| RandWeightedCrop, |
| ResizeWithPadOrCrop, |
| SpatialCrop, |
| SpatialPad, |
| ) |
| from .croppad.batch import PadListDataCollate |
| from .croppad.dictionary import ( |
| BorderPadd, |
| BorderPadD, |
| BorderPadDict, |
| BoundingRectd, |
| BoundingRectD, |
| BoundingRectDict, |
| CenterScaleCropd, |
| CenterScaleCropD, |
| CenterScaleCropDict, |
| CenterSpatialCropd, |
| CenterSpatialCropD, |
| CenterSpatialCropDict, |
| Cropd, |
| CropD, |
| CropDict, |
| CropForegroundd, |
| CropForegroundD, |
| CropForegroundDict, |
| DivisiblePadd, |
| DivisiblePadD, |
| DivisiblePadDict, |
| Padd, |
| PadD, |
| PadDict, |
| RandCropByLabelClassesd, |
| RandCropByLabelClassesD, |
| RandCropByLabelClassesDict, |
| RandCropByPosNegLabeld, |
| RandCropByPosNegLabelD, |
| RandCropByPosNegLabelDict, |
| RandCropd, |
| RandCropD, |
| RandCropDict, |
| RandScaleCropd, |
| RandScaleCropD, |
| RandScaleCropDict, |
| RandSpatialCropd, |
| RandSpatialCropD, |
| RandSpatialCropDict, |
| RandSpatialCropSamplesd, |
| RandSpatialCropSamplesD, |
| RandSpatialCropSamplesDict, |
| RandWeightedCropd, |
| RandWeightedCropD, |
| RandWeightedCropDict, |
| ResizeWithPadOrCropd, |
| ResizeWithPadOrCropD, |
| ResizeWithPadOrCropDict, |
| SpatialCropd, |
| SpatialCropD, |
| SpatialCropDict, |
| SpatialPadd, |
| SpatialPadD, |
| SpatialPadDict, |
| ) |
| from .croppad.functional import crop_func, crop_or_pad_nd, pad_func, pad_nd |
| from .intensity.array import ( |
| AdjustContrast, |
| ClipIntensityPercentiles, |
| ComputeHoVerMaps, |
| DetectEnvelope, |
| ForegroundMask, |
| GaussianSharpen, |
| GaussianSmooth, |
| GibbsNoise, |
| HistogramNormalize, |
| IntensityRemap, |
| KSpaceSpikeNoise, |
| MaskIntensity, |
| MedianSmooth, |
| NormalizeIntensity, |
| RandAdjustContrast, |
| RandBiasField, |
| RandCoarseDropout, |
| RandCoarseShuffle, |
| RandCoarseTransform, |
| RandGaussianNoise, |
| RandGaussianSharpen, |
| RandGaussianSmooth, |
| RandGibbsNoise, |
| RandHistogramShift, |
| RandIntensityRemap, |
| RandKSpaceSpikeNoise, |
| RandRicianNoise, |
| RandScaleIntensity, |
| RandScaleIntensityFixedMean, |
| RandShiftIntensity, |
| RandStdShiftIntensity, |
| SavitzkyGolaySmooth, |
| ScaleIntensity, |
| ScaleIntensityFixedMean, |
| ScaleIntensityRange, |
| ScaleIntensityRangePercentiles, |
| ShiftIntensity, |
| StdShiftIntensity, |
| ThresholdIntensity, |
| UltrasoundConfidenceMapTransform, |
| ) |
| from .intensity.dictionary import ( |
| AdjustContrastd, |
| AdjustContrastD, |
| AdjustContrastDict, |
| ClipIntensityPercentilesd, |
| ClipIntensityPercentilesD, |
| ClipIntensityPercentilesDict, |
| ComputeHoVerMapsd, |
| ComputeHoVerMapsD, |
| ComputeHoVerMapsDict, |
| ForegroundMaskd, |
| ForegroundMaskD, |
| ForegroundMaskDict, |
| GaussianSharpend, |
| GaussianSharpenD, |
| GaussianSharpenDict, |
| GaussianSmoothd, |
| GaussianSmoothD, |
| GaussianSmoothDict, |
| GibbsNoised, |
| GibbsNoiseD, |
| GibbsNoiseDict, |
| HistogramNormalized, |
| HistogramNormalizeD, |
| HistogramNormalizeDict, |
| KSpaceSpikeNoised, |
| KSpaceSpikeNoiseD, |
| KSpaceSpikeNoiseDict, |
| MaskIntensityd, |
| MaskIntensityD, |
| MaskIntensityDict, |
| MedianSmoothd, |
| MedianSmoothD, |
| MedianSmoothDict, |
| NormalizeIntensityd, |
| NormalizeIntensityD, |
| NormalizeIntensityDict, |
| RandAdjustContrastd, |
| RandAdjustContrastD, |
| RandAdjustContrastDict, |
| RandBiasFieldd, |
| RandBiasFieldD, |
| RandBiasFieldDict, |
| RandCoarseDropoutd, |
| RandCoarseDropoutD, |
| RandCoarseDropoutDict, |
| RandCoarseShuffled, |
| RandCoarseShuffleD, |
| RandCoarseShuffleDict, |
| RandGaussianNoised, |
| RandGaussianNoiseD, |
| RandGaussianNoiseDict, |
| RandGaussianSharpend, |
| RandGaussianSharpenD, |
| RandGaussianSharpenDict, |
| RandGaussianSmoothd, |
| RandGaussianSmoothD, |
| RandGaussianSmoothDict, |
| RandGibbsNoised, |
| RandGibbsNoiseD, |
| RandGibbsNoiseDict, |
| RandHistogramShiftd, |
| RandHistogramShiftD, |
| RandHistogramShiftDict, |
| RandKSpaceSpikeNoised, |
| RandKSpaceSpikeNoiseD, |
| RandKSpaceSpikeNoiseDict, |
| RandRicianNoised, |
| RandRicianNoiseD, |
| RandRicianNoiseDict, |
| RandScaleIntensityd, |
| RandScaleIntensityD, |
| RandScaleIntensityDict, |
| RandScaleIntensityFixedMeand, |
| RandScaleIntensityFixedMeanD, |
| RandScaleIntensityFixedMeanDict, |
| RandShiftIntensityd, |
| RandShiftIntensityD, |
| RandShiftIntensityDict, |
| RandStdShiftIntensityd, |
| RandStdShiftIntensityD, |
| RandStdShiftIntensityDict, |
| SavitzkyGolaySmoothd, |
| SavitzkyGolaySmoothD, |
| SavitzkyGolaySmoothDict, |
| ScaleIntensityd, |
| ScaleIntensityD, |
| ScaleIntensityDict, |
| ScaleIntensityRanged, |
| ScaleIntensityRangeD, |
| ScaleIntensityRangeDict, |
| ScaleIntensityRangePercentilesd, |
| ScaleIntensityRangePercentilesD, |
| ScaleIntensityRangePercentilesDict, |
| ShiftIntensityd, |
| ShiftIntensityD, |
| ShiftIntensityDict, |
| StdShiftIntensityd, |
| StdShiftIntensityD, |
| StdShiftIntensityDict, |
| ThresholdIntensityd, |
| ThresholdIntensityD, |
| ThresholdIntensityDict, |
| ) |
| from .inverse import InvertibleTransform, TraceableTransform |
| from .inverse_batch_transform import BatchInverseTransform, Decollated, DecollateD, DecollateDict |
| from .io.array import SUPPORTED_READERS, LoadImage, SaveImage |
| from .io.dictionary import LoadImaged, LoadImageD, LoadImageDict, SaveImaged, SaveImageD, SaveImageDict |
| from .lazy.array import ApplyPending |
| from .lazy.dictionary import ApplyPendingd, ApplyPendingD, ApplyPendingDict |
| from .lazy.functional import apply_pending |
| from .lazy.utils import combine_transforms, resample |
| from .meta_utility.dictionary import ( |
| FromMetaTensord, |
| FromMetaTensorD, |
| FromMetaTensorDict, |
| ToMetaTensord, |
| ToMetaTensorD, |
| ToMetaTensorDict, |
| ) |
| from .nvtx import ( |
| Mark, |
| Markd, |
| MarkD, |
| MarkDict, |
| RandMark, |
| RandMarkd, |
| RandMarkD, |
| RandMarkDict, |
| RandRangePop, |
| RandRangePopd, |
| RandRangePopD, |
| RandRangePopDict, |
| RandRangePush, |
| RandRangePushd, |
| RandRangePushD, |
| RandRangePushDict, |
| RangePop, |
| RangePopd, |
| RangePopD, |
| RangePopDict, |
| RangePush, |
| RangePushd, |
| RangePushD, |
| RangePushDict, |
| ) |
| from .post.array import ( |
| Activations, |
| AsDiscrete, |
| DistanceTransformEDT, |
| FillHoles, |
| Invert, |
| KeepLargestConnectedComponent, |
| LabelFilter, |
| LabelToContour, |
| MeanEnsemble, |
| ProbNMS, |
| RemoveSmallObjects, |
| SobelGradients, |
| VoteEnsemble, |
| ) |
| from .post.dictionary import ( |
| ActivationsD, |
| Activationsd, |
| ActivationsDict, |
| AsDiscreteD, |
| AsDiscreted, |
| AsDiscreteDict, |
| DistanceTransformEDTd, |
| DistanceTransformEDTD, |
| DistanceTransformEDTDict, |
| Ensembled, |
| EnsembleD, |
| EnsembleDict, |
| FillHolesD, |
| FillHolesd, |
| FillHolesDict, |
| InvertD, |
| Invertd, |
| InvertDict, |
| KeepLargestConnectedComponentD, |
| KeepLargestConnectedComponentd, |
| KeepLargestConnectedComponentDict, |
| LabelFilterD, |
| LabelFilterd, |
| LabelFilterDict, |
| LabelToContourD, |
| LabelToContourd, |
| LabelToContourDict, |
| MeanEnsembleD, |
| MeanEnsembled, |
| MeanEnsembleDict, |
| ProbNMSD, |
| ProbNMSd, |
| ProbNMSDict, |
| RemoveSmallObjectsD, |
| RemoveSmallObjectsd, |
| RemoveSmallObjectsDict, |
| SaveClassificationD, |
| SaveClassificationd, |
| SaveClassificationDict, |
| SobelGradientsd, |
| SobelGradientsD, |
| SobelGradientsDict, |
| VoteEnsembleD, |
| VoteEnsembled, |
| VoteEnsembleDict, |
| ) |
| from .regularization.array import CutMix, CutOut, MixUp |
| from .regularization.dictionary import ( |
| CutMixd, |
| CutMixD, |
| CutMixDict, |
| CutOutd, |
| CutOutD, |
| CutOutDict, |
| MixUpd, |
| MixUpD, |
| MixUpDict, |
| ) |
| from .signal.array import ( |
| SignalContinuousWavelet, |
| SignalFillEmpty, |
| SignalRandAddGaussianNoise, |
| SignalRandAddSine, |
| SignalRandAddSinePartial, |
| SignalRandAddSquarePulse, |
| SignalRandAddSquarePulsePartial, |
| SignalRandDrop, |
| SignalRandScale, |
| SignalRandShift, |
| SignalRemoveFrequency, |
| ) |
| from .signal.dictionary import SignalFillEmptyd, SignalFillEmptyD, SignalFillEmptyDict |
| from .smooth_field.array import ( |
| RandSmoothDeform, |
| RandSmoothFieldAdjustContrast, |
| RandSmoothFieldAdjustIntensity, |
| SmoothField, |
| ) |
| from .smooth_field.dictionary import ( |
| RandSmoothDeformd, |
| RandSmoothDeformD, |
| RandSmoothDeformDict, |
| RandSmoothFieldAdjustContrastd, |
| RandSmoothFieldAdjustContrastD, |
| RandSmoothFieldAdjustContrastDict, |
| RandSmoothFieldAdjustIntensityd, |
| RandSmoothFieldAdjustIntensityD, |
| RandSmoothFieldAdjustIntensityDict, |
| ) |
| from .spatial.array import ( |
| Affine, |
| AffineGrid, |
| Flip, |
| GridDistortion, |
| GridPatch, |
| GridSplit, |
| Orientation, |
| Rand2DElastic, |
| Rand3DElastic, |
| RandAffine, |
| RandAffineGrid, |
| RandAxisFlip, |
| RandDeformGrid, |
| RandFlip, |
| RandGridDistortion, |
| RandGridPatch, |
| RandRotate, |
| RandRotate90, |
| RandSimulateLowResolution, |
| RandZoom, |
| Resample, |
| ResampleToMatch, |
| Resize, |
| Rotate, |
| Rotate90, |
| Spacing, |
| SpatialResample, |
| Zoom, |
| ) |
| from .spatial.dictionary import ( |
| Affined, |
| AffineD, |
| AffineDict, |
| Flipd, |
| FlipD, |
| FlipDict, |
| GridDistortiond, |
| GridDistortionD, |
| GridDistortionDict, |
| GridPatchd, |
| GridPatchD, |
| GridPatchDict, |
| GridSplitd, |
| GridSplitD, |
| GridSplitDict, |
| Orientationd, |
| OrientationD, |
| OrientationDict, |
| Rand2DElasticd, |
| Rand2DElasticD, |
| Rand2DElasticDict, |
| Rand3DElasticd, |
| Rand3DElasticD, |
| Rand3DElasticDict, |
| RandAffined, |
| RandAffineD, |
| RandAffineDict, |
| RandAxisFlipd, |
| RandAxisFlipD, |
| RandAxisFlipDict, |
| RandFlipd, |
| RandFlipD, |
| RandFlipDict, |
| RandGridDistortiond, |
| RandGridDistortionD, |
| RandGridDistortionDict, |
| RandGridPatchd, |
| RandGridPatchD, |
| RandGridPatchDict, |
| RandRotate90d, |
| RandRotate90D, |
| RandRotate90Dict, |
| RandRotated, |
| RandRotateD, |
| RandRotateDict, |
| RandSimulateLowResolutiond, |
| RandSimulateLowResolutionD, |
| RandSimulateLowResolutionDict, |
| RandZoomd, |
| RandZoomD, |
| RandZoomDict, |
| ResampleToMatchd, |
| ResampleToMatchD, |
| ResampleToMatchDict, |
| Resized, |
| ResizeD, |
| ResizeDict, |
| Rotate90d, |
| Rotate90D, |
| Rotate90Dict, |
| Rotated, |
| RotateD, |
| RotateDict, |
| Spacingd, |
| SpacingD, |
| SpacingDict, |
| SpatialResampled, |
| SpatialResampleD, |
| SpatialResampleDict, |
| Zoomd, |
| ZoomD, |
| ZoomDict, |
| ) |
| from .spatial.functional import spatial_resample |
| from .traits import LazyTrait, MultiSampleTrait, RandomizableTrait, ThreadUnsafe |
| from .transform import LazyTransform, MapTransform, Randomizable, RandomizableTransform, Transform, apply_transform |
| from .utility.array import ( |
| AddCoordinateChannels, |
| AddExtremePointsChannel, |
| AsChannelLast, |
| CastToType, |
| ClassesToIndices, |
| ConvertToMultiChannelBasedOnBratsClasses, |
| CuCIM, |
| DataStats, |
| EnsureChannelFirst, |
| EnsureType, |
| FgBgToIndices, |
| Identity, |
| ImageFilter, |
| IntensityStats, |
| LabelToMask, |
| Lambda, |
| MapLabelValue, |
| RandCuCIM, |
| RandIdentity, |
| RandImageFilter, |
| RandLambda, |
| RemoveRepeatedChannel, |
| RepeatChannel, |
| SimulateDelay, |
| SplitDim, |
| SqueezeDim, |
| ToCupy, |
| ToDevice, |
| ToNumpy, |
| ToPIL, |
| TorchVision, |
| ToTensor, |
| Transpose, |
| ) |
| from .utility.dictionary import ( |
| AddCoordinateChannelsd, |
| AddCoordinateChannelsD, |
| AddCoordinateChannelsDict, |
| AddExtremePointsChanneld, |
| AddExtremePointsChannelD, |
| AddExtremePointsChannelDict, |
| AsChannelLastd, |
| AsChannelLastD, |
| AsChannelLastDict, |
| CastToTyped, |
| CastToTypeD, |
| CastToTypeDict, |
| ClassesToIndicesd, |
| ClassesToIndicesD, |
| ClassesToIndicesDict, |
| ConcatItemsd, |
| ConcatItemsD, |
| ConcatItemsDict, |
| ConvertToMultiChannelBasedOnBratsClassesd, |
| ConvertToMultiChannelBasedOnBratsClassesD, |
| ConvertToMultiChannelBasedOnBratsClassesDict, |
| CopyItemsd, |
| CopyItemsD, |
| CopyItemsDict, |
| CuCIMd, |
| CuCIMD, |
| CuCIMDict, |
| DataStatsd, |
| DataStatsD, |
| DataStatsDict, |
| DeleteItemsd, |
| DeleteItemsD, |
| DeleteItemsDict, |
| EnsureChannelFirstd, |
| EnsureChannelFirstD, |
| EnsureChannelFirstDict, |
| EnsureTyped, |
| EnsureTypeD, |
| EnsureTypeDict, |
| FgBgToIndicesd, |
| FgBgToIndicesD, |
| FgBgToIndicesDict, |
| FlattenSubKeysd, |
| FlattenSubKeysD, |
| FlattenSubKeysDict, |
| Identityd, |
| IdentityD, |
| IdentityDict, |
| ImageFilterd, |
| ImageFilterD, |
| ImageFilterDict, |
| IntensityStatsd, |
| IntensityStatsD, |
| IntensityStatsDict, |
| LabelToMaskd, |
| LabelToMaskD, |
| LabelToMaskDict, |
| Lambdad, |
| LambdaD, |
| LambdaDict, |
| MapLabelValued, |
| MapLabelValueD, |
| MapLabelValueDict, |
| RandCuCIMd, |
| RandCuCIMD, |
| RandCuCIMDict, |
| RandImageFilterd, |
| RandImageFilterD, |
| RandImageFilterDict, |
| RandLambdad, |
| RandLambdaD, |
| RandLambdaDict, |
| RandTorchVisiond, |
| RandTorchVisionD, |
| RandTorchVisionDict, |
| RemoveRepeatedChanneld, |
| RemoveRepeatedChannelD, |
| RemoveRepeatedChannelDict, |
| RepeatChanneld, |
| RepeatChannelD, |
| RepeatChannelDict, |
| SelectItemsd, |
| SelectItemsD, |
| SelectItemsDict, |
| SimulateDelayd, |
| SimulateDelayD, |
| SimulateDelayDict, |
| SplitDimd, |
| SplitDimD, |
| SplitDimDict, |
| SqueezeDimd, |
| SqueezeDimD, |
| SqueezeDimDict, |
| ToCupyd, |
| ToCupyD, |
| ToCupyDict, |
| ToDeviced, |
| ToDeviceD, |
| ToDeviceDict, |
| ToNumpyd, |
| ToNumpyD, |
| ToNumpyDict, |
| ToPILd, |
| ToPILD, |
| ToPILDict, |
| TorchVisiond, |
| TorchVisionD, |
| TorchVisionDict, |
| ToTensord, |
| ToTensorD, |
| ToTensorDict, |
| Transposed, |
| TransposeD, |
| TransposeDict, |
| ) |
| from .utils import ( |
| Fourier, |
| allow_missing_keys_mode, |
| attach_hook, |
| check_non_lazy_pending_ops, |
| compute_divisible_spatial_size, |
| convert_applied_interp_mode, |
| convert_pad_mode, |
| convert_to_contiguous, |
| copypaste_arrays, |
| create_control_grid, |
| create_grid, |
| create_rotate, |
| create_scale, |
| create_shear, |
| create_translate, |
| distance_transform_edt, |
| equalize_hist, |
| extreme_points_to_image, |
| generate_label_classes_crop_centers, |
| generate_pos_neg_label_crop_centers, |
| generate_spatial_bounding_box, |
| get_extreme_points, |
| get_largest_connected_component_mask, |
| get_number_image_type_conversions, |
| get_transform_backends, |
| img_bounds, |
| in_bounds, |
| is_empty, |
| is_positive, |
| map_binary_to_indices, |
| map_classes_to_indices, |
| map_spatial_axes, |
| print_transform_backends, |
| rand_choice, |
| remove_small_objects, |
| rescale_array, |
| rescale_array_int_max, |
| rescale_instance_array, |
| reset_ops_id, |
| resize_center, |
| resolves_modes, |
| sync_meta_info, |
| weighted_patch_samples, |
| zero_margins, |
| ) |
| from .utils_pytorch_numpy_unification import ( |
| allclose, |
| any_np_pt, |
| ascontiguousarray, |
| clip, |
| concatenate, |
| cumsum, |
| floor_divide, |
| in1d, |
| isfinite, |
| isnan, |
| maximum, |
| mode, |
| moveaxis, |
| nonzero, |
| percentile, |
| ravel, |
| repeat, |
| stack, |
| unravel_index, |
| where, |
| ) |
|
|
