polishing
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@ -663,8 +663,8 @@ class Rotation:
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"""
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rng = np.random.default_rng(seed)
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_FWHM = np.radians(FWHM) if degrees else FWHM
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if _FWHM > np.radians(0.1):
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FWHM_ = np.radians(FWHM) if degrees else FWHM
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if FWHM_ > np.radians(0.1):
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rotations = []
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for i in range(N_samples):
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while True:
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@ -673,11 +673,10 @@ class Rotation:
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ax = np.array([a,
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np.sqrt(1.0-a**2.0)*np.cos(rnd[1]*2.0*np.pi), # random axis
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np.sqrt(1.0-a**2.0)*np.sin(rnd[1]*2.0*np.pi), # random axis
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(rnd[2]-0.5) * 4 *_FWHM]) # rotation by [0, +-2 FWHM]
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if ax[3] < 0.0: ax*=-1.0
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R = Rotation.from_axis_angle(ax,normalize=True)
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(rnd[2]-0.5) * 4 *FWHM_]) # rotation by [0, +-2 FWHM]
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R = Rotation.from_axis_angle(ax if ax[3] > 0.0 else ax*-1.0,normalize=True)
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angle = R.misorientation(Rotation()).as_axis_angle()[3] # misorientation to unity
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if rnd[3] <= np.exp(-4.0*np.log(2.0)*(angle/_FWHM)**2): # rejection sampling (Gaussian)
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if rnd[3] <= np.exp(-4.0*np.log(2.0)*(angle/FWHM_)**2): # rejection sampling (Gaussian)
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break
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rotations.append((center @ R).as_quaternion())
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else:
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@ -714,21 +713,19 @@ class Rotation:
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"""
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rng = np.random.default_rng(seed)
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FWHM_,alpha_,beta_ = map(np.radians,(FWHM,alpha,beta)) if degrees else (FWHM,alpha,beta)
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FWHM_,alpha_,beta_ = np.radians((FWHM,alpha,beta)) if degrees else (FWHM,alpha,beta)
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f_in_C = np.array([np.sin(alpha_[0])*np.cos(alpha_[1]), np.sin(alpha_[0])*np.sin(alpha_[1]), np.cos(alpha_[0])])
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f_in_S = np.array([np.sin(beta_[0] )*np.cos(beta_[1] ), np.sin(beta_[0] )*np.sin(beta_[1] ), np.cos(beta_[0] )])
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ax = np.append(np.cross(f_in_C,f_in_S), - np.arccos(np.dot(f_in_C,f_in_S)))
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R_align = Rotation.from_axis_angle(ax if ax[3] > 0.0 else ax*-1.0 ,normalize=True) # rotation to align fiber axis in crystal and sample system
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rotations = []
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for i in range(N_samples):
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rnd = rng.random(3)
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ax = np.append(np.cross(f_in_C,f_in_S), - np.arccos(np.dot(f_in_C,f_in_S)))
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if ax[3] < 0.0: ax *= -1.0
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R = Rotation.from_axis_angle(ax,normalize=True) # rotation to align fiber axis in crystal and sample system
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ax = np.append(f_in_S,rnd[0]*np.pi*2.0)
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if ax[3] > np.pi: ax = np.append(ax[:3]*-1,np.pi*2-ax[3])
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R = R @ Rotation.from_axis_angle(ax) # rotation (0..360deg) perpendicular to fiber axis
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R = R_align @ Rotation.from_axis_angle(ax) # rotation (0..360deg) perpendicular to fiber axis
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if FWHM_ > np.radians(0.1):
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@ -737,24 +734,21 @@ class Rotation:
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s = f_in_S[i_smallest]
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a = f_in_S[i_non_smallest]
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x = sum([x**2 for x in a])
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x = np.sum(a**2)
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u = np.empty(3)
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while True: # rejection sampling
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angle = (rnd[1] - 0.5)*4 *FWHM_
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# solve cos(angle) = dot_product(fInS,u) for u. This is underdetermined, hence assume that
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# they share the smallest component.
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c = np.cos(angle) - s**2
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u[i_non_smallest[1]] = -(2.0*c*a[1] + np.sqrt(4*((c*a[1])**2.0-x*(c**2.0-a[0]**2*(1.0-s**2)))))/(2*x)
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u[i_non_smallest[0]] = np.sqrt(1.0-u[i_non_smallest[1]]**2.0-s**2.0)
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u[i_smallest] = s
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if (rnd[2] <= np.exp(-4.0*np.log(2.0)*(angle/FWHM_)**2)):
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ax = np.append(np.cross(u,f_in_S),angle)
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if ax[3]<0.0: ax *= -1.0
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R = R * Rotation.from_axis_angle(ax,normalize=True) # tilt around direction of smallest component
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R = R @ Rotation.from_axis_angle(ax if ax[3] > 0.0 else ax*-1.0,normalize=True) # tilt around direction of smallest component
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break
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else:
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rnd = rng.random(3)
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@ -934,17 +934,23 @@ class TestRotation:
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@pytest.mark.parametrize('N_samples',[500,1000,2000])
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def test_from_fiber_component(self,N_samples,FWHM):
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"""https://en.wikipedia.org/wiki/Full_width_at_half_maximum."""
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alpha = np.array([15.0,4.6])
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beta = np.ones(2)
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n = Rotation.from_quaternion([0.9914448613738086,-0.01046806021254377,0.13010575149028156,7.146345858741878e-08])
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o = Rotation.from_fiber_component(alpha,beta,FWHM,N_samples,True)
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alpha = np.random.random(2)*np.pi
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beta = np.zeros(2)
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f_in_C = np.array([np.sin(alpha[0])*np.cos(alpha[1]), np.sin(alpha[0])*np.sin(alpha[1]), np.cos(alpha[0])])
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f_in_S = np.array([np.sin(beta[0] )*np.cos(beta[1] ), np.sin(beta[0] )*np.sin(beta[1] ), np.cos(beta[0] )])
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ax = np.append(np.cross(f_in_C,f_in_S), - np.arccos(np.dot(f_in_C,f_in_S)))
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n = Rotation.from_axis_angle(ax if ax[3] > 0.0 else ax*-1.0 ,normalize=True) # rotation to align fiber axis in crystal and sample system
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o = Rotation.from_fiber_component(alpha,beta,np.radians(FWHM),N_samples,False)
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angles=[]
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for i in range(N_samples):
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cos = np.dot(np.dot(n.as_matrix(),np.array([0.0,0.0,1.0])),
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np.dot(o[i].as_matrix(),np.array([0.0, 0.0, 1.0])))
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cos = np.dot(n@np.array([0.0,0.0,1.0]),o[i]@np.array([0.0, 0.0, 1.0]))
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angles.append(np.arccos(np.clip(cos,-1,1)))
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dist = np.array(angles) * (np.random.randint(0,2,N_samples)*2-1)
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p = stats.normaltest(dist)[1]
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FWHM_out = np.degrees(np.std(dist)) * (2*np.sqrt(2*np.log(2)))
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print(f'\n FWHM ratio {FWHM/FWHM_out}')
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assert .85 < FWHM/FWHM_out < 1.1
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print(f'\np: {p}, FWHM ratio {FWHM/FWHM_out}')
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assert (.85 < FWHM/FWHM_out < 1.15) and p > 0.001
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