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SpatialPad)PadListDataCollate)6
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)	crop_funccrop_or_pad_ndpad_funcpad_nd)(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)f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)InvertibleTransformTraceableTransform)BatchInverseTransform
Decollated
DecollateDDecollateDict)SUPPORTED_READERS	LoadImage	SaveImage)
LoadImaged
LoadImageDLoadImageDict
SaveImaged
SaveImageDSaveImageDict)ApplyPending)ApplyPendingdApplyPendingDApplyPendingDict)apply_pending)combine_transformsresample)FromMetaTensordFromMetaTensorDFromMetaTensorDictToMetaTensordToMetaTensorDToMetaTensorDict)MarkMarkdMarkDMarkDictRandMark	RandMarkd	RandMarkDRandMarkDictRandRangePopRandRangePopdRandRangePopDRandRangePopDictRandRangePushRandRangePushdRandRangePushDRandRangePushDictRangePop	RangePopd	RangePopDRangePopDict	RangePush
RangePushd
RangePushDRangePushDict)Activations
AsDiscreteDistanceTransformEDT	FillHolesInvertKeepLargestConnectedComponentLabelFilterLabelToContourMeanEnsembleProbNMSRemoveSmallObjectsSobelGradientsVoteEnsemble)-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)CutMixCutOutMixUp)	CutMixdCutMixD
CutMixDictCutOutdCutOutD
CutOutDictMixUpdMixUpD	MixUpDict)SignalContinuousWaveletSignalFillEmptySignalRandAddGaussianNoiseSignalRandAddSineSignalRandAddSinePartialSignalRandAddSquarePulseSignalRandAddSquarePulsePartialSignalRandDropSignalRandScaleSignalRandShiftSignalRemoveFrequency)SignalFillEmptydSignalFillEmptyDSignalFillEmptyDict)RandSmoothDeformRandSmoothFieldAdjustContrastRandSmoothFieldAdjustIntensitySmoothField)	RandSmoothDeformdRandSmoothDeformDRandSmoothDeformDictRandSmoothFieldAdjustContrastdRandSmoothFieldAdjustContrastD!RandSmoothFieldAdjustContrastDictRandSmoothFieldAdjustIntensitydRandSmoothFieldAdjustIntensityD"RandSmoothFieldAdjustIntensityDict)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)H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)spatial_resample)	LazyTraitMultiSampleTraitRandomizableTraitThreadUnsafe)LazyTransformMapTransformRandomizableRandomizableTransform	Transformapply_transform)!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)r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),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$get_largest_connected_component_mask!get_number_image_type_conversionsget_transform_backends
img_bounds	in_boundsis_emptyis_positivemap_binary_to_indicesmap_classes_to_indicesmap_spatial_axesprint_transform_backendsrand_choiceremove_small_objectsrescale_arrayrescale_array_int_maxrescale_instance_arrayreset_ops_idresize_centerresolves_modessync_meta_infoweighted_patch_sampleszero_margins)allclose	any_np_ptascontiguousarrayclipconcatenatecumsumfloor_dividein1disfiniteisnanmaximummodemoveaxisnonzero
percentileravelrepeatstackunravel_indexwhereN(  
__future__r   Zadaptorsr   r   r   r   composer   r	   r
   r   Zcroppad.arrayr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Zcroppad.batchr   Zcroppad.dictionaryr   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   r;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   rO   rP   rQ   rR   rS   Zcroppad.functionalrT   rU   rV   rW   Zintensity.arrayrX   rY   rZ   r[   r\   r]   r^   r_   r`   ra   rb   rc   rd   re   rf   rg   rh   ri   rj   rk   rl   rm   rn   ro   rp   rq   rr   rs   rt   ru   rv   rw   rx   ry   rz   r{   r|   r}   r~   r   Zintensity.dictionaryr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   inverser   r   Zinverse_batch_transformr   r   r   r   Zio.arrayr   r   r   Zio.dictionaryr   r   r   r   r   r   Z
lazy.arrayr   Zlazy.dictionaryr   r   r   Zlazy.functionalr   Z
lazy.utilsr   r   Zmeta_utility.dictionaryr   r   r   r   r   r  nvtxr  r  r  r  r  r  r  r	  r
  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  Z
post.arrayr  r  r  r  r  r  r   r!  r"  r#  r$  r%  r&  Zpost.dictionaryr'  r(  r)  r*  r+  r,  r-  r.  r/  r0  r1  r2  r3  r4  r5  r6  r7  r8  r9  r:  r;  r<  r=  r>  r?  r@  rA  rB  rC  rD  rE  rF  rG  rH  rI  rJ  rK  rL  rM  rN  rO  rP  rQ  rR  rS  Zregularization.arrayrT  rU  rV  Zregularization.dictionaryrW  rX  rY  rZ  r[  r\  r]  r^  r_  Zsignal.arrayr`  ra  rb  rc  rd  re  rf  rg  rh  ri  rj  Zsignal.dictionaryrk  rl  rm  Zsmooth_field.arrayrn  ro  rp  rq  Zsmooth_field.dictionaryrr  rs  rt  ru  rv  rw  rx  ry  rz  Zspatial.arrayr{  r|  r}  r~  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  Zspatial.dictionaryr  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  Zspatial.functionalr  Ztraitsr  r  r  r  	transformr  r  r  r  r  r  Zutility.arrayr  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r  r  r  r  r  r	  r
  Zutility.dictionaryr  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r!  r"  r#  r$  r%  r&  r'  r(  r)  r*  r+  r,  r-  r.  r/  r0  r1  r2  r3  r4  r5  r6  r7  r8  r9  r:  r;  r<  r=  r>  r?  r@  rA  rB  rC  rD  rE  rF  rG  rH  rI  rJ  rK  rL  rM  rN  rO  rP  rQ  rR  rS  rT  rU  rV  rW  rX  rY  rZ  r[  r\  r]  r^  r_  r`  ra  rb  rc  rd  re  rf  rg  rh  ri  rj  rk  rl  rm  rn  ro  rp  rq  rr  rs  rt  ru  rv  rw  rx  ry  rz  r{  r|  utilsr}  r~  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  Zutils_pytorch_numpy_unificationr  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  N/home/dell461/cl/sdc2/HISourceFinder-master-l/src/monai/transforms/__init__.py<module>   sX   L8* h ":r s/"Rb"*R  LJ*: #   t k.