| 
                    1
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                """Implements the :class:`PeriodicSet` class representing a periodic  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    2
                 | 
                                    
                                                     | 
                
                 | 
                set, defined by a motif and unit cell. This models a crystal with a  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    3
                 | 
                                    
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                point at the center of each atom.  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    4
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                    5
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                This is the type yielded by :class:`amd.CifReader <.io.CifReader>` and  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    6
                 | 
                                    
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                 | 
                :class:`amd.CSDReader <.io.CSDReader>`. A :class:`PeriodicSet` can be  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    7
                 | 
                                    
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                 | 
                passed as the first argument to :func:`amd.AMD() <.calculate.AMD>` or  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    8
                 | 
                                    
                                                     | 
                
                 | 
                :func:`amd.PDD() <.calculate.PDD>` to calculate its invariants.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    9
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                """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    10
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
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                    11
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                from __future__ import annotations  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    12
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                from typing import Optional  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    14
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                import numpy as np  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    15
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                    16
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                from .utils import (  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    17
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                    cellpar_to_cell,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    18
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                    cellpar_to_cell_2D,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    19
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                    random_cell,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    20
                 | 
                                    
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                )  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    21
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
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                    22
                 | 
                                    
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                __all__ = ['PeriodicSet']  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    23
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                    24
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                    25
                 | 
                                    
                                                     | 
                
                 | 
                class PeriodicSet:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    26
                 | 
                                    
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                 | 
                    """A periodic set is a collection of points (motif) which  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    27
                 | 
                                    
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                 | 
                    periodically repeats according to a lattice (unit cell), often  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    28
                 | 
                                    
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                 | 
                    representing a crystal.  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    29
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
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                    30
                 | 
                                    
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                    :class:`PeriodicSet` s are returned by the readers in the  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    31
                 | 
                                    
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                 | 
                    :mod:`.io` module. They can be passed to  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    32
                 | 
                                    
                                                     | 
                
                 | 
                    :func:`amd.AMD() <.calculate.AMD>` or  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                    :func:`amd.PDD() <.calculate.PDD>` to calculate their invariants.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    34
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
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                    35
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                    Parameters  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
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                    ----------  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                    motif : :class:`numpy.ndarray`  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                        Cartesian (orthogonal) coordinates of the motif, shape (no  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                        points, dims).  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                    cell : :class:`numpy.ndarray`  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                        Cartesian (orthogonal) square array representing the unit cell,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    42
                 | 
                                    
                                                     | 
                
                 | 
                        shape (dims, dims). Use  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                        :func:`amd.cellpar_to_cell <.utils.cellpar_to_cell>` to convert  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    44
                 | 
                                    
                                                     | 
                
                 | 
                        6 cell parameters to an orthogonal square matrix.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                    name : str, optional  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    46
                 | 
                                    
                                                     | 
                
                 | 
                        Name of the periodic set.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                    asym_unit : :class:`numpy.ndarray`, optional  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                        Indices for the asymmetric unit, pointing to the motif. Used in  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                        calculating AMD and PDD.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                    multiplicities : :class:`numpy.ndarray`, optional  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                        Wyckoff multiplicities of points in the asymmetric unit, number  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                        of unique sites generated under symmetries.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                    types : :class:`numpy.ndarray`, optional  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                        Array of atomic numbers of motif points.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    58
                 | 
                                    
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                 | 
                            self,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                            motif: np.ndarray,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                            cell: np.ndarray,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                            name: Optional[str] = None,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                            asym_unit: Optional[np.ndarray] = None,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                            multiplicities: Optional[np.ndarray] = None,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                            types: Optional[np.ndarray] = None  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                    ):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                        self.motif = motif  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
                 | 
                        self.cell = cell  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
                 | 
                        self.name = name  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                        self.asym_unit = asym_unit  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                        self.multiplicities = multiplicities  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                        self.types = types  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    72
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                    def ndim(self) -> int:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                        return self.cell.shape[0]  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    76
                 | 
                                    
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                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                    def __str__(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                        m, n = self.motif.shape  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    79
                 | 
                                    
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                 | 
                        m_pl = '' if m == 1 else 's'  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                        n_pl = '' if n == 1 else 's'  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                        name_str = f'{self.name}: ' if self.name is not None else '' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    82
                 | 
                                    
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                 | 
                        return f'PeriodicSet({name_str}{m} point{m_pl} in {n} dimension{n_pl})' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    83
                 | 
                                    
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    84
                 | 
                                    
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                 | 
                    def __repr__(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    85
                 | 
                                    
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    86
                 | 
                                    
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                 | 
                        motif_str = str(self.motif).replace('\n ', '\n' + ' ' * 11) | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    87
                 | 
                                    
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                 | 
                        cell_str = str(self.cell).replace('\n ', '\n' + ' ' * 10) | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                        optional_attrs = []  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                        for attr in ('asym_unit', 'multiplicities', 'types'): | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    90
                 | 
                                    
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                 | 
                            val = getattr(self, attr)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                            if val is not None:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                                st = str(val).replace('\n ', '\n' + ' ' * (len(attr) + 6)) | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                                optional_attrs.append(f'{attr}={st}') | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                        optional_attrs_str = ',\n    ' if optional_attrs else ''  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                        optional_attrs_str += ',\n    '.join(optional_attrs)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    96
                 | 
                                    
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                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                        return (  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                            f'PeriodicSet(name={self.name},\n' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                            f'    motif={motif_str},\n' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                            f'    cell={cell_str}{optional_attrs_str})' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                    def _equal_cell_and_motif(self, other):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                        """Used for debugging/tests. True if both 1. the unit cells are  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                        (close to) identical, and 2. the motifs are the same shape, and  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        every point in one motif has a (close to) identical point  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                        somewhere in the other, accounting for pbc.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                        tol = 1e-8  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                        if self.cell.shape != other.cell.shape or \  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                           self.motif.shape != other.motif.shape or \  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                           not np.allclose(self.cell, other.cell):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                            return False  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                        cell_inv = np.linalg.inv(self.cell)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                        fm1 = np.mod(self.motif @ cell_inv, 1)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                        fm2 = np.mod(other.motif @ cell_inv, 1)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                        d1 = np.abs(fm2[:, None] - fm1)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        d2 = np.abs(d1 - 1)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                        diffs = np.amax(np.minimum(d1, d2), axis=-1)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
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                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                        if not np.all(  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                            (np.amin(diffs, axis=0) <= tol) | (np.amin(diffs, axis=-1) <= tol)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                        ):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                            return False  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                        return True  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                    def cubic(scale: float = 1.0, dims: int = 3) -> PeriodicSet:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                        """Returns a :class:`PeriodicSet` representing a cubic lattice.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        return PeriodicSet(np.zeros((1, dims)), np.identity(dims) * scale)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                    def hexagonal(scale: float = 1.0, dims: int = 3) -> PeriodicSet:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        """ Return a :class:`PeriodicSet` representing a hexagonal  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        lattice. Dimensions 2 and 3 only.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        if dims == 3:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                            cellpar = np.array([scale, scale, scale, 90.0, 90.0, 120.0])  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                            cell = cellpar_to_cell(cellpar)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        elif dims == 2:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                            cell = cellpar_to_cell_2D(np.array([scale, scale, 60.0]))  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                            raise NotImplementedError(  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                                'amd.PeriodicSet.hexagonal() only implemented for dimensions '  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                                f'2 and 3, passed {dims}' | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                            )  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                        return PeriodicSet(np.zeros((1, dims)), cell)  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                    def _random(  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                        n_points: int,  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                        length_bounds: tuple = (1.0, 2.0),  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                        angle_bounds: tuple = (60.0, 120.0),  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        dims: int = 3  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> PeriodicSet:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                        """Return a :class:`PeriodicSet` with a chosen number of  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                        randomly placed points, in a random cell with edges between  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                        ``length_bounds`` and angles between ``angle_bounds``.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                        Dimensions 2 and 3 only.  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                        cell = random_cell(  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                            length_bounds=length_bounds, angle_bounds=angle_bounds, dims=dims  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                        frac_motif = np.random.uniform(size=(n_points, dims))  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                        return PeriodicSet(frac_motif @ cell, cell)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                 |