Source code for pwem.protocols.protocol_break_symmetry

# **************************************************************************
# *
# * Authors:     Oier Lauzirika Zarrabeitia (olauzirika@cnb.csic.es)
# *
# * Unidad de  Bioinformatica of Centro Nacional de Biotecnologia , CSIC
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from enum import Enum
import numpy as np
from pyworkflow.protocol.params import PointerParam, StringParam
from pwem.protocols import EMProtocol
from pwem.objects import SetOfImages, Transform
from pyworkflow.utils import weakImport


[docs]class ProtBreakSymmetryOutputs(Enum): Output = SetOfImages
[docs]class ProtBreakSymmetry(EMProtocol): """ This protocol allows to break symmetrical angular assignments by shuffling the unit cell. """ _label = 'break symmetry' # --------------------------- DEFINE param functions ---------------------- def _defineParams(self, form): form.addSection(label='Input') form.addParam('input', PointerParam, pointerClass=SetOfImages, label='Input') form.addParam('symmetryGroup', StringParam, label='Symmetry group') # --------------------------- INSERT steps functions ---------------------- def _insertAllSteps(self): self._insertFunctionStep(self.createOutputStep) # --------------------------- STEPS functions -----------------------------
[docs] def createOutputStep(self): inputImages = self._getInputImages() outputImages = inputImages.createCopy( self._getPath(), copyInfo=True ) with weakImport('xmippLib'): import xmippLib symmetry = xmippLib.SymList() symMatrices = np.array(symmetry.getSymmetryMatrices(self.symmetryGroup.get())) rng = np.random.default_rng() symMatrix = np.eye(4) for image in inputImages: index = rng.integers(0, len(symMatrices)) symMatrix[:3,:3] = symMatrices[index] transform: Transform = image.getTransform() matrix = transform.getMatrix() matrix = symMatrix.T @ matrix transform.setMatrix(matrix) image.setTransform(transform) outputImages.append(image) self._defineOutputs(**{ProtBreakSymmetryOutputs.Output.name: outputImages}) self._defineSourceRelation(self.input, outputImages)
# --------------------------- INFO functions ----------------------------- def _validate(self): result = [] if not self._getInputImages().getFirstItem().hasTransform(): result.append('Input images do not have a transformation associated') return result # --------------------------- UTILS functions ----------------------------- def _getInputImages(self) -> SetOfImages: return self.input.get()