Merge branch 'smart-blend' into 'development'
robust Rotation/Orientation blending See merge request damask/DAMASK!831
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5fc3b23cc4
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@ -434,30 +434,20 @@ class Orientation(Rotation,Crystal):
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https://doi.org/10.1107/S0108767391006864
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"""
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rho = self.as_Rodrigues_vector(compact=True)*(1.0-1.0e-9)
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def larger_or_equal(v,c):
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return ((np.isclose(c[0],v[...,0]) | (v[...,0] > c[0])) &
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(np.isclose(c[1],v[...,1]) | (v[...,1] > c[1])) &
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(np.isclose(c[2],v[...,2]) | (v[...,2] > c[2]))).astype(bool)
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with np.errstate(invalid='ignore'):
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if self.family == 'cubic':
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return ((rho[...,0] >= rho[...,1]) &
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(rho[...,1] >= rho[...,2]) &
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(rho[...,2] >= 0)).astype(bool)
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if self.family == 'hexagonal':
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return ((rho[...,0] >= rho[...,1]*np.sqrt(3)) &
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(rho[...,1] >= 0) &
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(rho[...,2] >= 0)).astype(bool)
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if self.family == 'tetragonal':
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return ((rho[...,0] >= rho[...,1]) &
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(rho[...,1] >= 0) &
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(rho[...,2] >= 0)).astype(bool)
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if self.family == 'orthorhombic':
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return ((rho[...,0] >= 0) &
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(rho[...,1] >= 0) &
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(rho[...,2] >= 0)).astype(bool)
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if self.family == 'monoclinic':
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return ((rho[...,1] >= 0) &
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(rho[...,2] >= 0)).astype(bool)
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rho = self.as_Rodrigues_vector(compact=True)
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return larger_or_equal(rho,
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[rho[...,1], rho[...,2],0] if self.family == 'cubic'
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else [rho[...,1]*np.sqrt(3),0, 0] if self.family == 'hexagonal'
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else [rho[...,1], 0, 0] if self.family == 'tetragonal'
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else [0, 0, 0] if self.family == 'orthorhombic'
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else [-np.inf, 0, 0] if self.family == 'monoclinic'
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else [-np.inf, -np.inf, -np.inf]) & self.in_FZ
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return np.ones_like(rho[...,0],dtype=bool)
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def disorientation(self,
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other: 'Orientation',
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@ -521,20 +511,21 @@ class Orientation(Rotation,Crystal):
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if self.family != other.family:
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raise NotImplementedError('disorientation between different crystal families')
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blend = util.shapeblender(self.shape,other.shape)
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s = self.equivalent
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o = other.equivalent
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blend = util.shapeblender( self.shape,other.shape)
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s_m = util.shapeshifter( self.shape,blend,mode='right')
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s_o = util.shapeshifter(other.shape,blend,mode='left')
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s_ = s.reshape((s.shape[0],1)+ self.shape).broadcast_to((s.shape[0],o.shape[0])+blend,mode='right')
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o_ = o.reshape((1,o.shape[0])+other.shape).broadcast_to((s.shape[0],o.shape[0])+blend,mode='right')
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r_ = s_.misorientation(o_)
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s = self.broadcast_to(s_m).equivalent
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o = other.broadcast_to(s_o).equivalent
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r_ = s[:,np.newaxis,...].misorientation(o[np.newaxis,:,...]) # type: ignore[index]
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_r = ~r_
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forward = r_.in_FZ & r_.in_disorientation_FZ
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reverse = _r.in_FZ & _r.in_disorientation_FZ
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forward = r_.in_disorientation_FZ
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reverse = _r.in_disorientation_FZ
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ok = forward | reverse
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ok &= (np.cumsum(ok.reshape((-1,)+ok.shape[2:]),axis=0) == 1).reshape(ok.shape)
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r = np.where(np.any(forward[...,np.newaxis],axis=(0,1),keepdims=True),
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ok &= (np.cumsum(ok.reshape((-1,)+blend),axis=0) == 1).reshape(ok.shape)
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r = np.where(np.any((ok&forward)[...,np.newaxis],axis=(0,1),keepdims=True),
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r_.quaternion,
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_r.quaternion)
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loc = np.where(ok)
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@ -584,6 +575,7 @@ class Orientation(Rotation,Crystal):
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np.argmin(m,axis=0)[np.newaxis,...,np.newaxis],
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axis=0),
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axis=0))
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return ((self.copy(Rotation(r).average(weights)),self.copy(Rotation(r))) if return_cloud else
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self.copy(Rotation(r).average(weights))
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)
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@ -620,17 +612,19 @@ class Orientation(Rotation,Crystal):
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vector_ = np.array(vector,float)
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if vector_.shape[-1] != 3:
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raise ValueError('input is not a field of three-dimensional vectors')
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eq = self.equivalent
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blend = util.shapeblender(eq.shape,vector_.shape[:-1])
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poles = eq.broadcast_to(blend,mode='right') @ np.broadcast_to(vector_,blend+(3,))
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blend = util.shapeblender( self.shape,vector_.shape[:-1])
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eq = self.broadcast_to(util.shapeshifter( self.shape,blend,mode='right')).equivalent
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poles = np.atleast_2d(eq @ np.broadcast_to(vector_,(1,)+blend+(3,)))
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ok = self.in_SST(poles,proper=proper)
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ok &= np.cumsum(ok,axis=0) == 1
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loc = np.where(ok)
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sort = 0 if len(loc) == 1 else np.lexsort(loc[:0:-1])
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return (
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(poles[ok][sort].reshape(blend[1:]+(3,)), (np.vstack(loc[:1]).T)[sort].reshape(blend[1:]))
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(poles[ok][sort].reshape(blend+(3,)), (np.vstack(loc[:1]).T)[sort].reshape(blend))
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if return_operators else
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poles[ok][sort].reshape(blend[1:]+(3,))
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poles[ok][sort].reshape(blend+(3,))
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)
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@ -795,16 +789,17 @@ class Orientation(Rotation,Crystal):
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"""
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v = self.to_frame(uvw=uvw,hkl=hkl)
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blend = util.shapeblender(self.shape,v.shape[:-1])
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s_v = v.shape[:-1]
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blend = util.shapeblender(self.shape,s_v)
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if normalize:
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v /= np.linalg.norm(v,axis=-1,keepdims=len(v.shape)>1)
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v /= np.linalg.norm(v,axis=-1,keepdims=len(s_v)>0)
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if with_symmetry:
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sym_ops = self.symmetry_operations
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shape = v.shape[:-1]+sym_ops.shape
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s_v += sym_ops.shape
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blend += sym_ops.shape
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v = sym_ops.broadcast_to(shape) \
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@ np.broadcast_to(v.reshape(util.shapeshifter(v.shape,shape+(3,))),shape+(3,))
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return ~(self.broadcast_to(blend))@np.broadcast_to(v,blend+(3,))
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v = sym_ops.broadcast_to(s_v) @ v[...,np.newaxis,:]
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return ~(self.broadcast_to(blend)) @ np.broadcast_to(v,blend+(3,))
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def Schmid(self, *,
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@ -854,6 +849,7 @@ class Orientation(Rotation,Crystal):
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p/np.linalg.norm(p,axis=1,keepdims=True))
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shape = P.shape[0:1]+self.shape+(3,3)
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return ~self.broadcast_to(shape[:-2]) \
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@ np.broadcast_to(P.reshape(util.shapeshifter(P.shape,shape)),shape)
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@ -897,6 +893,7 @@ class Orientation(Rotation,Crystal):
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lattice,o = self.relation_operations(model)
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target = Crystal(lattice=lattice)
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o = o.broadcast_to(o.shape+self.shape,mode='right')
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return Orientation(rotation=o*Rotation(self.quaternion).broadcast_to(o.shape,mode='left'),
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lattice=lattice,
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b = self.b if target.ratio['b'] is None else self.a*target.ratio['b'],
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@ -112,7 +112,7 @@ class Rotation:
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def __getitem__(self,
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item: Union[Tuple[int], int, bool, np.bool_, np.ndarray]):
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item: Union[Tuple[Union[None, int, slice]], int, bool, np.bool_, np.ndarray]):
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"""
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Return self[item].
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@ -295,6 +295,7 @@ class Rotation:
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----------
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other : Rotation, shape (self.shape)
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Rotation for composition.
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Compatible innermost dimensions will blend.
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Returns
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-------
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@ -303,10 +304,15 @@ class Rotation:
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"""
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if isinstance(other,Rotation):
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q_m = self.quaternion[...,0:1]
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p_m = self.quaternion[...,1:]
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q_o = other.quaternion[...,0:1]
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p_o = other.quaternion[...,1:]
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blend = util.shapeblender( self.shape,other.shape)
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s_m = util.shapeshifter( self.shape,blend,mode='right')
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s_o = util.shapeshifter(other.shape,blend,mode='left')
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q_m = self.broadcast_to(s_m).quaternion[...,0:1]
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p_m = self.broadcast_to(s_m).quaternion[...,1:]
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q_o = other.broadcast_to(s_o).quaternion[...,0:1]
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p_o = other.broadcast_to(s_o).quaternion[...,1:]
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qmo = q_m*q_o
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q = (qmo - np.einsum('...i,...i',p_m,p_o).reshape(qmo.shape))
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p = q_m*p_o + q_o*p_m + _P * np.cross(p_m,p_o)
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@ -325,6 +331,7 @@ class Rotation:
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----------
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other : Rotation, shape (self.shape)
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Rotation for composition.
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Compatible innermost dimensions will blend.
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"""
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return self*other
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@ -341,6 +348,7 @@ class Rotation:
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----------
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other : damask.Rotation, shape (self.shape)
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Rotation to invert for composition.
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Compatible innermost dimensions will blend.
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Returns
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-------
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@ -434,7 +442,7 @@ class Rotation:
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"""
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if isinstance(other, np.ndarray):
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obs = util.shapeblender(self.shape,other.shape,keep_ones=False)[len(self.shape):]
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obs = util.shapeblender(self.shape,other.shape)[len(self.shape):]
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for l in [4,2,1]:
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if obs[-l:] == l*(3,):
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bs = util.shapeblender(self.shape,other.shape[:-l],False)
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@ -513,7 +513,7 @@ def shapeshifter(fro: _Tuple[int, ...],
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def shapeblender(a: _Tuple[int, ...],
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b: _Tuple[int, ...],
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keep_ones: bool = True) -> _Tuple[int, ...]:
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keep_ones: bool = False) -> _Tuple[int, ...]:
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"""
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Return a shape that overlaps the rightmost entries of 'a' with the leftmost of 'b'.
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@ -525,20 +525,24 @@ def shapeblender(a: _Tuple[int, ...],
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Shape of second array.
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keep_ones : bool, optional
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Treat innermost '1's as literal value instead of dimensional placeholder.
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Defaults to True.
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Defaults to False.
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Examples
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--------
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>>> shapeblender((4,4,3),(3,2,1))
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(4,4,3,2,1)
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>>> shapeblender((1,2),(1,2,3))
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(1,2,3)
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>>> shapeblender((1,),(2,2,1))
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(1,2,2,1)
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>>> shapeblender((1,),(2,2,1),False)
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(2,2,1)
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>>> shapeblender((3,2),(3,2))
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(3,2)
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>>> shapeblender((4,3),(3,2))
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(4,3,2)
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>>> shapeblender((4,4),(3,2))
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(4,4,3,2)
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>>> shapeblender((1,2),(1,2,3))
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(1,2,3)
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>>> shapeblender((),(2,2,1))
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(2,2,1)
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>>> shapeblender((1,),(2,2,1))
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(2,2,1)
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>>> shapeblender((1,),(2,2,1),True)
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(1,2,2,1)
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"""
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def is_broadcastable(a,b):
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@ -358,7 +358,9 @@ class TestOrientation:
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a=a,b=b,c=c,
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alpha=alpha,beta=beta,gamma=gamma)
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assert o.to_pole(**{kw:vector,'with_symmetry':with_symmetry}).shape \
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== o.shape + vector.shape[:-1] + (o.symmetry_operations.shape if with_symmetry else ()) + vector.shape[-1:]
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== util.shapeblender(o.shape,vector.shape[:-1]) \
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+ (o.symmetry_operations.shape if with_symmetry else ()) \
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+ vector.shape[-1:]
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@pytest.mark.parametrize('lattice',['hP','cI','cF']) #tI not included yet
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def test_Schmid(self,update,res_path,lattice):
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@ -136,11 +136,13 @@ class TestUtil:
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((1,),(7,),False,(7,)),
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((1,),(7,),True,(1,7)),
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((2,),(2,2),False,(2,2)),
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((1,2),(2,2),False,(2,2)),
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((1,3),(2,3),False,(2,3)),
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((1,1,2),(2,2),False,(1,2,2)),
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((1,1,2),(2,2),True,(1,1,2,2)),
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((1,2,3),(2,3,4),False,(1,2,3,4)),
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((1,2,3),(1,2,3),False,(1,2,3)),
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((2,3,1,1),(2,3),False,(2,3,2,3)),
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((2,3,1,1),(2,3),True,(2,3,1,1,2,3)),
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])
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def test_shapeblender(self,a,b,ones,answer):
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assert util.shapeblender(a,b,ones) == answer
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