De-lint vector_algebra.py
This commit is contained in:
@@ -1,6 +1,6 @@
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"""Ligand classes and functions."""
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from propka.calculations import squared_distance
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from propka.vector_algebra import vector
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from propka.vector_algebra import Vector
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ALL_SYBYL_TYPES = [
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@@ -303,12 +303,12 @@ def are_atoms_planar(atoms):
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return False
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if len(atoms) < 4:
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return False
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vec1 = vector(atom1=atoms[0], atom2=atoms[1])
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vec2 = vector(atom1=atoms[0], atom2=atoms[2])
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vec1 = Vector(atom1=atoms[0], atom2=atoms[1])
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vec2 = Vector(atom1=atoms[0], atom2=atoms[2])
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norm = (vec1**vec2).rescale(1.0)
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margin = PLANARITY_MARGIN
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for atom in atoms[3:]:
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vec = vector(atom1=atoms[0], atom2=atom).rescale(1.0)
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vec = Vector(atom1=atoms[0], atom2=atom).rescale(1.0)
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if abs(vec*norm) > margin:
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return False
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return True
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@@ -2,7 +2,7 @@
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import math
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import propka.bonds
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import propka.atom
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from propka.vector_algebra import rotate_vector_around_an_axis, vector
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from propka.vector_algebra import rotate_vector_around_an_axis, Vector
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from propka.lib import warning, debug
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@@ -202,14 +202,14 @@ class Protonate:
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"""
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debug('TRIGONAL - %d bonded atoms' % len(atom.bonded_atoms))
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rot_angle = math.radians(120.0)
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cvec = vector(atom1=atom)
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cvec = Vector(atom1=atom)
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# 0 bonds
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if len(atom.bonded_atoms) == 0:
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pass
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# 1 bond
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if len(atom.bonded_atoms) == 1 and atom.number_of_protons_to_add > 0:
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# Add another atom with the right angle to the first one
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avec = vector(atom1=atom, atom2=atom.bonded_atoms[0])
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avec = Vector(atom1=atom, atom2=atom.bonded_atoms[0])
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# use plane of bonded trigonal atom - e.g. arg
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self.set_steric_number_and_lone_pairs(atom.bonded_atoms[0])
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if (atom.bonded_atoms[0].steric_number == 3
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@@ -220,15 +220,15 @@ class Protonate:
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for i, bonded_atom in enumerate(atom.bonded_atoms[0].bonded_atoms):
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if bonded_atom != atom:
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other_atom_indices.append(i)
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vec1 = vector(atom1=atom, atom2=atom.bonded_atoms[0])
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vec2 = vector(atom1=atom.bonded_atoms[0],
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vec1 = Vector(atom1=atom, atom2=atom.bonded_atoms[0])
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vec2 = Vector(atom1=atom.bonded_atoms[0],
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atom2=atom.bonded_atoms[0]
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.bonded_atoms[other_atom_indices[0]])
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axis = vec1**vec2
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# this is a trick to make sure that the order of atoms doesn't
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# influence the final postions of added protons
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if len(other_atom_indices) > 1:
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vec3 = vector(atom1=atom.bonded_atoms[0],
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vec3 = Vector(atom1=atom.bonded_atoms[0],
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atom2=atom.bonded_atoms[0]
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.bonded_atoms[other_atom_indices[1]])
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axis2 = vec1**vec3
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@@ -244,8 +244,8 @@ class Protonate:
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# 2 bonds
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if len(atom.bonded_atoms) == 2 and atom.number_of_protons_to_add > 0:
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# Add another atom with the right angle to the first two
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avec1 = vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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avec1 = Vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = Vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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new_a = -avec1 - avec2
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new_a = self.set_bond_distance(new_a, atom.element)
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@@ -260,14 +260,14 @@ class Protonate:
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debug('TETRAHEDRAL - %d bonded atoms' % len(atom.bonded_atoms))
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# TODO - might be good to move tetrahedral angle to constant
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rot_angle = math.radians(109.5)
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cvec = vector(atom1=atom)
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cvec = Vector(atom1=atom)
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# 0 bonds
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if len(atom.bonded_atoms) == 0:
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pass
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# 1 bond
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if len(atom.bonded_atoms) == 1 and atom.number_of_protons_to_add > 0:
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# Add another atom with the right angle to the first one
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avec = vector(atom1=atom, atom2=atom.bonded_atoms[0])
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avec = Vector(atom1=atom, atom2=atom.bonded_atoms[0])
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axis = avec.orthogonal()
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avec = rotate_vector_around_an_axis(rot_angle, axis, avec)
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avec = self.set_bond_distance(avec, atom.element)
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@@ -275,8 +275,8 @@ class Protonate:
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# 2 bonds
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if len(atom.bonded_atoms) == 2 and atom.number_of_protons_to_add > 0:
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# Add another atom with the right angle to the first two
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avec1 = vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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avec1 = Vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = Vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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axis = avec1 + avec2
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new_a = rotate_vector_around_an_axis(math.radians(90), axis,
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-avec1)
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@@ -284,9 +284,9 @@ class Protonate:
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self.add_proton(atom, cvec+new_a)
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# 3 bonds
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if len(atom.bonded_atoms) == 3 and atom.number_of_protons_to_add > 0:
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avec1 = vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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avec3 = vector(atom1=atom, atom2=atom.bonded_atoms[2]).rescale(1.0)
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avec1 = Vector(atom1=atom, atom2=atom.bonded_atoms[0]).rescale(1.0)
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avec2 = Vector(atom1=atom, atom2=atom.bonded_atoms[1]).rescale(1.0)
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avec3 = Vector(atom1=atom, atom2=atom.bonded_atoms[2]).rescale(1.0)
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new_a = -avec1-avec2-avec3
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new_a = self.set_bond_distance(new_a, atom.element)
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self.add_proton(atom, cvec+new_a)
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@@ -1,11 +1,21 @@
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from __future__ import division
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from __future__ import print_function
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"""Vector algebra for PROPKA."""
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import math
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from propka.lib import info
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from propka.lib import info, get_sorted_configurations
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class vector:
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""" Vector """
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def __init__(self, xi=0.0, yi=0.0, zi=0.0, atom1 = 0, atom2 = 0):
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class Vector:
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"""Vector"""
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def __init__(self, xi=0.0, yi=0.0, zi=0.0, atom1=None, atom2=None):
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"""Initialize vector.
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Args:
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xi: default x-coordinate
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yi: default y-coordinate
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zi: default z-coordinate
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atom1: atom center used to define default coordinate
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atom2: two atom centers used to define vector
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"""
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self.x = xi
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self.y = yi
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self.z = zi
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@@ -22,56 +32,53 @@ class vector:
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self.y = atom2.y - self.y
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self.z = atom2.z - self.z
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return
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def __add__(self, other):
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return vector(self.x + other.x,
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return Vector(self.x + other.x,
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self.y + other.y,
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self.z + other.z)
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def __sub__(self, other):
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return vector(self.x - other.x,
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return Vector(self.x - other.x,
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self.y - other.y,
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self.z - other.z)
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def __mul__(self, other):
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""" Dot product, scalar and matrix multiplication """
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if isinstance(other,vector):
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"""Dot product, scalar and matrix multiplication."""
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if isinstance(other, Vector):
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return self.x * other.x + self.y * other.y + self.z * other.z
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elif isinstance(other, matrix4x4):
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return vector(
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xi = other.a11*self.x + other.a12*self.y + other.a13*self.z + other.a14*1.0,
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yi = other.a21*self.x + other.a22*self.y + other.a23*self.z + other.a24*1.0,
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zi = other.a31*self.x + other.a32*self.y + other.a33*self.z + other.a34*1.0
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elif isinstance(other, Matrix4x4):
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return Vector(
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xi=other.a11*self.x + other.a12*self.y + other.a13*self.z + other.a14*1.0,
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yi=other.a21*self.x + other.a22*self.y + other.a23*self.z + other.a24*1.0,
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zi=other.a31*self.x + other.a32*self.y + other.a33*self.z + other.a34*1.0
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)
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elif type(other) in [int, float]:
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return vector(self.x * other, self.y * other, self.z * other)
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return Vector(self.x * other, self.y * other, self.z * other)
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else:
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info('%s not supported' % type(other))
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raise TypeError
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def __rmul__(self,other):
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def __rmul__(self, other):
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return self.__mul__(other)
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def __pow__(self, other):
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""" Cross product """
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return vector(self.y * other.z - self.z * other.y,
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"""Cross product."""
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return Vector(self.y * other.z - self.z * other.y,
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self.z * other.x - self.x * other.z,
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self.x * other.y - self.y * other.x)
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def __neg__(self):
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res = vector(xi = -self.x,
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yi = -self.y,
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zi = -self.z)
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res = Vector(xi=-self.x,
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yi=-self.y,
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zi=-self.z)
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return res
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def sq_length(self):
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"""Return vector squared-length"""
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return self.x * self.x + self.y * self.y + self.z * self.z
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def length(self):
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"""Return vector length."""
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return math.sqrt(self.sq_length())
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def __str__(self):
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@@ -82,164 +89,220 @@ class vector:
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def orthogonal(self):
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""" Returns a vector orthogonal to self """
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res = vector(self.y, -self.x, 0)
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res = Vector(self.y, -self.x, 0)
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if abs(self.y) < abs(self.z):
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res = vector(self.z, 0, -self.x)
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res = Vector(self.z, 0, -self.x)
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return res
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def rescale(self, new_length):
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""" Rescale vector to new length while preserving direction """
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frac = new_length/(self.length())
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res = vector(xi = self.x*frac,
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yi = self.y*frac,
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zi = self.z*frac)
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res = Vector(xi=self.x*frac,
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yi=self.y*frac,
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zi=self.z*frac)
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return res
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class matrix4x4:
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class Matrix4x4:
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"""A 4-by-4 matrix class."""
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def __init__(self,
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a11i=0.0, a12i=0.0, a13i=0.0, a14i=0.0,
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a21i=0.0, a22i=0.0, a23i=0.0, a24i=0.0,
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a31i=0.0, a32i=0.0, a33i=0.0, a34i=0.0,
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a41i=0.0, a42i=0.0, a43i=0.0, a44i=0.0):
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"""Initialize with matrix elements."""
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# Row 1
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self.a11 = a11i
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self.a12 = a12i
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self.a13 = a13i
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self.a14 = a14i
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# Row 2
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self.a21 = a21i
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self.a22 = a22i
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self.a23 = a23i
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self.a24 = a24i
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# Row 3
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self.a31 = a31i
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self.a32 = a32i
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self.a33 = a33i
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self.a34 = a34i
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# Row 4
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self.a41 = a41i
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self.a42 = a42i
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self.a43 = a43i
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self.a44 = a44i
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return
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def angle(avec, bvec):
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"""Get the angle between two vectors.
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Args:
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avec: vector 1
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bvec: vector 2
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Returns:
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angle in radians
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"""
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dot = avec * bvec
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return math.acos(dot / (avec.length() * bvec.length()))
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def angle_degrees(avec, bvec):
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"""Get the angle between two vectors in degrees.
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Args:
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avec: vector 1
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bvec: vector 2
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Returns:
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angle in degrees
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"""
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return math.degrees(angle(avec, bvec))
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def signed_angle_around_axis(avec, bvec, axis):
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"""Get signed angle of two vectors around axis in radians.
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# methods working on vectors
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Args:
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avec: vector 1
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bvec: vector 2
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axis: axis
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Returns:
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angle in radians
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"""
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norma = avec**axis
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normb = bvec**axis
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ang = angle(norma, normb)
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dot_ = bvec*(avec**axis)
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if dot_ < 0:
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ang = -ang
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return ang
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def angle(a, b):
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dot = a * b
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return math.acos(dot / (a.length() * b.length()))
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def rotate_vector_around_an_axis(theta, axis, vec):
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"""Rotate vector around an axis.
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def angle_degrees(a,b):
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return math.degrees(angle(a, b))
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def signed_angle_around_axis(a,b, axis):
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na = a**axis
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nb = b**axis
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v = angle(na,nb)
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d = b*(a**axis)
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if d < 0:
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v =-v
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return v
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def signed_angle_degrees(a,b):
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return 180/math.pi * signed_angle(a, b)
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def rotate_vector_around_an_axis(theta, axis, v):
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#print "# 1. rotate space about the z-axis so that the rotation axis lies in the xz-plane"
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Args:
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theta: rotation angle (in radians)
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axis: axis for rotation
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vec: vector to rotate
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Returns:
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rotated vector
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"""
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gamma = 0.0
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if axis.y != 0:
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if axis.x != 0:
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gamma = -axis.x/abs(axis.x)*math.asin(axis.y/(math.sqrt(axis.x*axis.x + axis.y*axis.y)))
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gamma = -axis.x/abs(axis.x)*math.asin(
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axis.y/(math.sqrt(axis.x*axis.x + axis.y*axis.y)))
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else:
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gamma = math.pi/2.0
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Rz = rotate_atoms_around_z_axis(gamma)
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v = Rz * v
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axis = Rz * axis
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#print "# 2. rotate space about the y-axis so that the rotation axis lies along the z-axis"
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rot_z = rotate_atoms_around_z_axis(gamma)
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vec = rot_z * vec
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axis = rot_z * axis
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beta = 0.0
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if axis.x != 0:
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beta = -axis.x/abs(axis.x)*math.acos(axis.z/math.sqrt(axis.x*axis.x + axis.z*axis.z))
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Ry = rotate_atoms_around_y_axis(beta)
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v = Ry * v
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axis = Ry *axis
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beta = -axis.x/abs(axis.x)*math.acos(
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axis.z/math.sqrt(axis.x*axis.x + axis.z*axis.z))
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rot_y = rotate_atoms_around_y_axis(beta)
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vec = rot_y * vec
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axis = rot_y * axis
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rot_z = rotate_atoms_around_z_axis(theta)
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vec = rot_z * vec
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rot_y = rotate_atoms_around_y_axis(-beta)
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vec = rot_y * vec
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rot_z = rotate_atoms_around_z_axis(-gamma)
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vec = rot_z * vec
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return vec
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#print "# 3. perform the desired rotation by theta about the z-axis"
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Rz = rotate_atoms_around_z_axis(theta)
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v = Rz * v
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#print "# 4. apply the inverse of step 2."
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Ry = rotate_atoms_around_y_axis(-beta)
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v = Ry * v
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def rotate_atoms_around_z_axis(theta):
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"""Get rotation matrix for z-axis.
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#print "# 5. apply the inverse of step 1."
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Rz = rotate_atoms_around_z_axis(-gamma)
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v = Rz * v
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return v
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def rotate_atoms_around_z_axis(angle):
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Rz = matrix4x4(
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a11i = math.cos(angle), a12i = -math.sin(angle), a13i = 0.0, a14i = 0.0,
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a21i = math.sin(angle), a22i = math.cos(angle), a23i = 0.0, a24i = 0.0,
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a31i = 0.0 , a32i = 0.0 , a33i = 1.0, a34i = 0.0,
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a41i = 0.0 , a42i = 0.0 , a43i = 0.0, a44i = 1.0
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||||
Args:
|
||||
theta: angle of rotation (radians)
|
||||
Returns:
|
||||
rotation matrix
|
||||
"""
|
||||
return Matrix4x4(
|
||||
a11i=math.cos(theta),
|
||||
a12i=-math.sin(theta),
|
||||
a13i=0.0,
|
||||
a14i=0.0,
|
||||
a21i=math.sin(theta),
|
||||
a22i=math.cos(theta),
|
||||
a23i=0.0,
|
||||
a24i=0.0,
|
||||
a31i=0.0,
|
||||
a32i=0.0,
|
||||
a33i=1.0,
|
||||
a34i=0.0,
|
||||
a41i=0.0,
|
||||
a42i=0.0,
|
||||
a43i=0.0,
|
||||
a44i=1.0
|
||||
)
|
||||
|
||||
return Rz
|
||||
|
||||
def rotate_atoms_around_y_axis(theta):
|
||||
"""Get rotation matrix for y-axis.
|
||||
|
||||
def rotate_atoms_around_y_axis(angle):
|
||||
Ry = matrix4x4(
|
||||
a11i = math.cos(angle), a12i = 0.0, a13i = math.sin(angle), a14i = 0.0,
|
||||
a21i = 0.0 , a22i = 1.0, a23i = 0.0 , a24i = 0.0,
|
||||
a31i = -math.sin(angle), a32i = 0.0, a33i = math.cos(angle), a34i = 0.0,
|
||||
a41i = 0.0 , a42i = 0.0, a43i = 0.0 , a44i = 1.0
|
||||
Args:
|
||||
theta: angle of rotation (radians)
|
||||
Returns:
|
||||
rotation matrix
|
||||
"""
|
||||
return Matrix4x4(
|
||||
a11i=math.cos(theta),
|
||||
a12i=0.0,
|
||||
a13i=math.sin(theta),
|
||||
a14i=0.0,
|
||||
a21i=0.0,
|
||||
a22i=1.0,
|
||||
a23i=0.0,
|
||||
a24i=0.0,
|
||||
a31i=-math.sin(theta),
|
||||
a32i=0.0,
|
||||
a33i=math.cos(theta),
|
||||
a34i=0.0,
|
||||
a41i=0.0,
|
||||
a42i=0.0,
|
||||
a43i=0.0,
|
||||
a44i=1.0
|
||||
)
|
||||
|
||||
return Ry
|
||||
|
||||
class MultiVector:
|
||||
"""Collection of vectors for multiple configurations of atoms.
|
||||
|
||||
TODO - this class does not appear to be used or covered by tests
|
||||
"""
|
||||
|
||||
class multi_vector:
|
||||
def __init__(self, atom1=0, atom2=0):
|
||||
def __init__(self, atom1=None, atom2=None):
|
||||
"""Initialize with atom configurations.
|
||||
|
||||
Args:
|
||||
atom1: first atom to define vector
|
||||
atom2: second atom to define vector
|
||||
"""
|
||||
self.vectors = []
|
||||
self.keys = []
|
||||
|
||||
self.result = None
|
||||
# store vectors for all configurations of atoms
|
||||
if atom1!=0:
|
||||
self.keys = lib.get_sorted_configurations(atom1.configurations.keys())
|
||||
if atom2!=0:
|
||||
keys2 = lib.get_sorted_configurations(atom2.configurations.keys())
|
||||
if atom1 is not None:
|
||||
self.keys = get_sorted_configurations(atom1.configurations.keys())
|
||||
if atom2 is not None:
|
||||
keys2 = get_sorted_configurations(atom2.configurations.keys())
|
||||
if self.keys != keys2:
|
||||
raise 'Cannot make multi vector: Atomic configurations mismatch for\n %s\n %s\n'%(atom1,atom2)
|
||||
str_ = ('Cannot make multi vector: Atomic configurations '
|
||||
'mismatch for\n %s\n %s\n' % (atom1, atom2))
|
||||
raise KeyError(str_)
|
||||
for key in self.keys:
|
||||
atom1.setConfiguration(key)
|
||||
if atom2!=0:
|
||||
if atom2 != 0:
|
||||
atom2.setConfiguration(key)
|
||||
v = vector(atom1=atom1, atom2=atom2)
|
||||
self.vectors.append(v)
|
||||
#info(key,v)
|
||||
return
|
||||
vec = Vector(atom1=atom1, atom2=atom2)
|
||||
self.vectors.append(vec)
|
||||
|
||||
def __getattribute__(self,name):
|
||||
def __getattribute__(self, name):
|
||||
try:
|
||||
return object.__getattribute__(self, name)
|
||||
except AttributeError:
|
||||
@@ -247,72 +310,103 @@ class multi_vector:
|
||||
|
||||
def __str__(self):
|
||||
res = ''
|
||||
for i in range(len(self.keys)):
|
||||
res += '%s %s\n'%(self.keys[i], self.vectors[i])
|
||||
for i, key in enumerate(self.keys):
|
||||
res += '%s %s\n' % (key, self.vectors[i])
|
||||
return res
|
||||
|
||||
|
||||
def do_job(self, job):
|
||||
#info(job)
|
||||
self.res = multi_vector()
|
||||
for i in range(len(self.vectors)):
|
||||
self.res.vectors.append(eval('self.vectors[%d].%s()'%(i,job)))
|
||||
self.res.keys.append(self.keys[i])
|
||||
"""Append vectors to configuration.
|
||||
|
||||
Args:
|
||||
job: name of function to apply to vectors
|
||||
Returns:
|
||||
TODO - figure out what this is
|
||||
"""
|
||||
self.result = MultiVector()
|
||||
for i, vector in enumerate(self.vectors):
|
||||
func = getattr(vector, job)
|
||||
self.result.vectors.append(func())
|
||||
self.result.keys.append(self.keys[i])
|
||||
return self.get_result
|
||||
|
||||
@property
|
||||
def get_result(self):
|
||||
return self.res
|
||||
"""Return the latest result."""
|
||||
return self.result
|
||||
|
||||
def generic_operation(self, operation, other):
|
||||
if self.keys != other.keys:
|
||||
raise 'Incompatable keys'
|
||||
"""Perform a generic operation between two MultiVector objects.
|
||||
|
||||
self.res = multi_vector()
|
||||
Args:
|
||||
operation: operation to perform (string)
|
||||
other: other MultiVector object
|
||||
"""
|
||||
if self.keys != other.keys:
|
||||
raise 'Incompatible keys'
|
||||
self.result = MultiVector()
|
||||
for i in range(len(self.vectors)):
|
||||
self.res.vectors.append(eval('self.vectors[%d] %s other.vectors[%d]'%(i,operation,i)))
|
||||
self.res.keys.append(self.keys[i])
|
||||
return
|
||||
self.result.vectors.append(
|
||||
# TODO - eliminate eval() or entire class
|
||||
eval('self.vectors[%d] %s other.vectors[%d]'
|
||||
% (i, operation, i)))
|
||||
self.result.keys.append(self.keys[i])
|
||||
|
||||
def __add__(self, other):
|
||||
self.generic_operation('+',other)
|
||||
return self.res
|
||||
self.generic_operation('+', other)
|
||||
return self.result
|
||||
|
||||
def __sub__(self, other):
|
||||
self.generic_operation('-',other)
|
||||
return self.res
|
||||
self.generic_operation('-', other)
|
||||
return self.result
|
||||
|
||||
def __mul__(self, other):
|
||||
self.generic_operation('*',other)
|
||||
return self.res
|
||||
self.generic_operation('*', other)
|
||||
return self.result
|
||||
|
||||
def __pow__(self, other):
|
||||
self.generic_operation('**',other)
|
||||
return self.res
|
||||
self.generic_operation('**', other)
|
||||
return self.result
|
||||
|
||||
def generic_self_operation(self, operation):
|
||||
@staticmethod
|
||||
def generic_self_operation(_):
|
||||
"""TODO - delete this."""
|
||||
return
|
||||
|
||||
def __neg__(self):
|
||||
self.generic_operation('*',-1.0)
|
||||
return self.res
|
||||
self.generic_operation('*', -1.0)
|
||||
return self.result
|
||||
|
||||
def rescale(self, new_length):
|
||||
self.res = multi_vector()
|
||||
for i in range(len(self.vectors)):
|
||||
self.res.vectors.append(self.vectors[i].rescale(new_length))
|
||||
self.res.keys.append(self.keys[i])
|
||||
"""Rescale multi-vector to new length.
|
||||
|
||||
Args:
|
||||
new_length: new length for multi-vector
|
||||
Result:
|
||||
MultiVector object
|
||||
"""
|
||||
self.result = MultiVector()
|
||||
for i, vector in enumerate(self.vectors):
|
||||
self.result.vectors.append(vector.rescale(new_length))
|
||||
self.result.keys.append(self.keys[i])
|
||||
return self.res
|
||||
|
||||
|
||||
def rotate_multi_vector_around_an_axis(theta, axis, v):
|
||||
""" both axis ans v must be multi_vectors """
|
||||
def rotate_multi_vector_around_an_axis(theta, axis, vec):
|
||||
"""Rotate a multi-vector around an axis.
|
||||
|
||||
if axis.keys != v.keys:
|
||||
raise 'Incompatible keys in rotate multi_vector'
|
||||
|
||||
res = multi_vector()
|
||||
for i in range(len(v.keys)):
|
||||
res.vectors.append(rotate_vector_around_an_axis(theta, axis.vectors[i], v.vectors[i]))
|
||||
res.keys.append(v.keys[i])
|
||||
NOTE - both axis ans v must be MultiVectors.
|
||||
|
||||
Args:
|
||||
theta: angle (in radians)
|
||||
axis: multi-vector axis
|
||||
vec: multi-vector vector
|
||||
"""
|
||||
if axis.keys != vec.keys:
|
||||
raise 'Incompatible keys in rotate MultiVector'
|
||||
res = MultiVector()
|
||||
for i, key in enumerate(vec.keys):
|
||||
res.vectors.append(rotate_vector_around_an_axis(theta,
|
||||
axis.vectors[i],
|
||||
vec.vectors[i]))
|
||||
res.keys.append(key)
|
||||
return res
|
||||
|
||||
Reference in New Issue
Block a user