dockonsurf / modules / screening.py @ dadc6016
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1 | e07c09eb | Carles | import logging |
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2 | f3d1e601 | Carles Marti | import numpy as np |
3 | f3d1e601 | Carles Marti | import ase |
4 | e07c09eb | Carles | |
5 | e07c09eb | Carles | logger = logging.getLogger('DockOnSurf')
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6 | e07c09eb | Carles | |
7 | e07c09eb | Carles | |
8 | b4aef3d7 | Carles Marti | def get_vect_angle(v1, v2, degrees=False): |
9 | b4aef3d7 | Carles Marti | """Computes the angle between two vectors.
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10 | b4aef3d7 | Carles Marti |
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11 | b4aef3d7 | Carles Marti | @param v1: The first vector.
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12 | b4aef3d7 | Carles Marti | @param v2: The second vector.
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13 | b4aef3d7 | Carles Marti | @param degrees: Whether the result should be in radians (True) or in
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14 | b4aef3d7 | Carles Marti | degrees (False).
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15 | b4aef3d7 | Carles Marti | @return: The angle in radians if degrees = False, or in degrees if
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16 | b4aef3d7 | Carles Marti | degrees =True
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17 | b4aef3d7 | Carles Marti | """
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18 | b4aef3d7 | Carles Marti | v1_u = v1 / np.linalg.norm(v1) |
19 | b4aef3d7 | Carles Marti | v2_u = v2 / np.linalg.norm(v2) |
20 | b4aef3d7 | Carles Marti | angle = np.arccos(np.clip(np.dot(v1_u, v2_u), -1.0, 1.0)) |
21 | b4aef3d7 | Carles Marti | return angle if not degrees else angle * 180 / np.pi |
22 | b4aef3d7 | Carles Marti | |
23 | b4aef3d7 | Carles Marti | |
24 | 12a12bdd | Carles Marti | def vect_avg(vects): |
25 | a5cc42ff | Carles Marti | """Computes the element-wise mean of a set of vectors.
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26 | 12a12bdd | Carles Marti |
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27 | dadc6016 | Carles Marti | @param vects: list of lists-like: containing the vectors (num_vectors,
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28 | dadc6016 | Carles Marti | length_vector).
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29 | a5cc42ff | Carles Marti | @return: vector average computed doing the element-wise mean.
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30 | 12a12bdd | Carles Marti | """
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31 | 12a12bdd | Carles Marti | from utilities import try_command |
32 | 12a12bdd | Carles Marti | err = "vect_avg parameter vects must be a list-like, able to be converted" \
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33 | 12a12bdd | Carles Marti | " np.array"
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34 | dadc6016 | Carles Marti | array = try_command(np.array, [(ValueError, err)], vects)
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35 | dadc6016 | Carles Marti | if len(array.shape) == 1: |
36 | dadc6016 | Carles Marti | return array
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37 | 12a12bdd | Carles Marti | else:
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38 | dadc6016 | Carles Marti | num_vects = array.shape[1]
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39 | dadc6016 | Carles Marti | return np.array([np.average(array[:, i]) for i in range(num_vects)]) |
40 | 12a12bdd | Carles Marti | |
41 | 12a12bdd | Carles Marti | |
42 | f3d1e601 | Carles Marti | def get_atom_coords(atoms: ase.Atoms, ctrs_list): |
43 | a5cc42ff | Carles Marti | """Gets the coordinates of the specified atoms from a ase.Atoms object.
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44 | a5cc42ff | Carles Marti |
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45 | a5cc42ff | Carles Marti | Given an ase.Atoms object and a list of atom indices specified in ctrs_list
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46 | a5cc42ff | Carles Marti | it gets the coordinates of the specified atoms. If the element in the
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47 | a5cc42ff | Carles Marti | ctrs_list is not an index but yet a list of indices, it computes the
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48 | a5cc42ff | Carles Marti | element-wise mean of the coordinates of the atoms specified in the inner
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49 | a5cc42ff | Carles Marti | list.
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50 | a5cc42ff | Carles Marti | @param atoms: ase.Atoms object for which to obtain the coordinates of.
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51 | a5cc42ff | Carles Marti | @param ctrs_list: list of (indices/list of indices) of the atoms for which
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52 | a5cc42ff | Carles Marti | the coordinates should be extracted.
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53 | a5cc42ff | Carles Marti | @return: np.ndarray of atomic coordinates.
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54 | a5cc42ff | Carles Marti | """
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55 | 12a12bdd | Carles Marti | coords = [] |
56 | 12a12bdd | Carles Marti | for i, elem in enumerate(ctrs_list): |
57 | 12a12bdd | Carles Marti | if isinstance(elem, list): |
58 | 12a12bdd | Carles Marti | coords.append(vect_avg(np.array([atoms[c].position for c in elem]))) |
59 | 12a12bdd | Carles Marti | elif isinstance(elem, int): |
60 | 12a12bdd | Carles Marti | coords.append(atoms[elem].position) |
61 | 12a12bdd | Carles Marti | else:
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62 | 12a12bdd | Carles Marti | err = f"'ctrs_list must be a list of ints or lists, {type(elem)} " \
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63 | 12a12bdd | Carles Marti | "found."
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64 | 12a12bdd | Carles Marti | logger.error(err) |
65 | 12a12bdd | Carles Marti | raise ValueError |
66 | 12a12bdd | Carles Marti | return np.array(coords)
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67 | f3d1e601 | Carles Marti | |
68 | f3d1e601 | Carles Marti | |
69 | dadc6016 | Carles Marti | def add_adsorbate(slab, adsorbate, site_coord, ctr_coord, height, offset=None, |
70 | 1d22a086 | Carles Marti | norm_vect=(0, 0, 1)): |
71 | 1d22a086 | Carles Marti | """Add an adsorbate to a surface.
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72 | 1d22a086 | Carles Marti |
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73 | 1d22a086 | Carles Marti | This function extends the functionality of ase.build.add_adsorbate
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74 | 1d22a086 | Carles Marti | (https://wiki.fysik.dtu.dk/ase/ase/build/surface.html#ase.build.add_adsorbate)
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75 | 1d22a086 | Carles Marti | by enabling to change the z coordinate and the axis perpendicular to the
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76 | 1d22a086 | Carles Marti | surface.
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77 | 1d22a086 | Carles Marti | @param slab: ase.Atoms object containing the coordinates of the surface
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78 | 1d22a086 | Carles Marti | @param adsorbate: ase.Atoms object containing the coordinates of the
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79 | 1d22a086 | Carles Marti | adsorbate.
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80 | dadc6016 | Carles Marti | @param site_coord: The coordinates of the adsorption site on the surface.
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81 | dadc6016 | Carles Marti | @param ctr_coord: The coordinates of the adsorption center in the molecule.
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82 | dadc6016 | Carles Marti | @param height: The height above the surface where to adsorb.
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83 | 1d22a086 | Carles Marti | @param offset: Offsets the adsorbate by a number of unit cells. Mostly
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84 | 1d22a086 | Carles Marti | useful when adding more than one adsorbate.
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85 | 1d22a086 | Carles Marti | @param norm_vect: The vector perpendicular to the surface.
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86 | 1d22a086 | Carles Marti | """
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87 | 1d22a086 | Carles Marti | info = slab.info.get('adsorbate_info', {})
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88 | dadc6016 | Carles Marti | pos = np.array([0.0, 0.0, 0.0]) # part of absolute coordinates |
89 | 1d22a086 | Carles Marti | spos = np.array([0.0, 0.0, 0.0]) # part relative to unit cell |
90 | dadc6016 | Carles Marti | norm_vect_u = np.array(norm_vect) / np.linalg.norm(norm_vect) |
91 | 1d22a086 | Carles Marti | if offset is not None: |
92 | 1d22a086 | Carles Marti | spos += np.asarray(offset, float)
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93 | dadc6016 | Carles Marti | if isinstance(site_coord, str): |
94 | 1d22a086 | Carles Marti | # A site-name:
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95 | 1d22a086 | Carles Marti | if 'sites' not in info: |
96 | 1d22a086 | Carles Marti | raise TypeError('If the atoms are not made by an ase.build ' |
97 | 1d22a086 | Carles Marti | 'function, position cannot be a name.')
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98 | dadc6016 | Carles Marti | if site_coord not in info['sites']: |
99 | dadc6016 | Carles Marti | raise TypeError('Adsorption site %s not supported.' % site_coord) |
100 | dadc6016 | Carles Marti | spos += info['sites'][site_coord]
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101 | 1d22a086 | Carles Marti | else:
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102 | dadc6016 | Carles Marti | pos += site_coord |
103 | 1d22a086 | Carles Marti | if 'cell' in info: |
104 | 1d22a086 | Carles Marti | cell = info['cell']
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105 | 1d22a086 | Carles Marti | else:
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106 | 1d22a086 | Carles Marti | cell = slab.get_cell() |
107 | 1d22a086 | Carles Marti | pos += np.dot(spos, cell) |
108 | 1d22a086 | Carles Marti | # Convert the adsorbate to an Atoms object
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109 | 1d22a086 | Carles Marti | if isinstance(adsorbate, ase.Atoms): |
110 | 1d22a086 | Carles Marti | ads = adsorbate |
111 | 1d22a086 | Carles Marti | elif isinstance(adsorbate, ase.Atom): |
112 | 1d22a086 | Carles Marti | ads = ase.Atoms([adsorbate]) |
113 | 1d22a086 | Carles Marti | else:
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114 | 1d22a086 | Carles Marti | # Assume it is a string representing a single Atom
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115 | 1d22a086 | Carles Marti | ads = ase.Atoms([ase.Atom(adsorbate)]) |
116 | dadc6016 | Carles Marti | pos += height * norm_vect_u |
117 | 1d22a086 | Carles Marti | # Move adsorbate into position
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118 | dadc6016 | Carles Marti | ads.translate(pos - ctr_coord) |
119 | 1d22a086 | Carles Marti | # Attach the adsorbate
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120 | 1d22a086 | Carles Marti | slab.extend(ads) |
121 | 1d22a086 | Carles Marti | |
122 | 1d22a086 | Carles Marti | |
123 | 1d22a086 | Carles Marti | def ads_euler(molec, surf, site, ctr, pts_angle, neigh_ctr, norm_vect): |
124 | 1d22a086 | Carles Marti | from random import random |
125 | 1d22a086 | Carles Marti | plane_vect = np.cross(norm_vect, [random() for i in range(3)]) |
126 | 1d22a086 | Carles Marti | add_adsorbate() |
127 | 1d22a086 | Carles Marti | |
128 | 1d22a086 | Carles Marti | return
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129 | f3d1e601 | Carles Marti | |
130 | f3d1e601 | Carles Marti | |
131 | f3d1e601 | Carles Marti | def ads_chemcat(site, ctr, pts_angle): |
132 | a5cc42ff | Carles Marti | return "TO IMPLEMENT" |
133 | f3d1e601 | Carles Marti | |
134 | f3d1e601 | Carles Marti | |
135 | 1d22a086 | Carles Marti | def adsorb_confs(conf_list, surf, ads_ctrs, sites, algo, num_pts, neigh_ctrs, |
136 | dadc6016 | Carles Marti | norm_vect, coll_bttm): |
137 | a5cc42ff | Carles Marti | """Generates a number of adsorbate-surface structure coordinates.
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138 | a5cc42ff | Carles Marti |
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139 | a5cc42ff | Carles Marti | Given a list of conformers, a surface, a list of atom indices (or list of
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140 | a5cc42ff | Carles Marti | list of indices) of both the surface and the adsorbate, it generates a
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141 | a5cc42ff | Carles Marti | number of adsorbate-surface structures for every possible combination of
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142 | a5cc42ff | Carles Marti | them at different orientations.
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143 | a5cc42ff | Carles Marti | @param conf_list: list of ase.Atoms of the different conformers
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144 | a5cc42ff | Carles Marti | @param surf: the ase.Atoms object of the surface
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145 | a5cc42ff | Carles Marti | @param ads_ctrs: the list atom indices of the adsorbate.
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146 | a5cc42ff | Carles Marti | @param sites: the list of atom indices of the surface.
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147 | a5cc42ff | Carles Marti | @param algo: the algorithm to use for the generation of adsorbates.
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148 | a5cc42ff | Carles Marti | @param num_pts: the number of points per angle orientation to sample
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149 | a5cc42ff | Carles Marti | @param neigh_ctrs: the indices of the neighboring atoms to the adsorption
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150 | a5cc42ff | Carles Marti | atoms.
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151 | 1d22a086 | Carles Marti | @param norm_vect: The vector perpendicular to the surface.
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152 | dadc6016 | Carles Marti | @param coll_bttm: The lowermost height for which to detect a collision
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153 | a5cc42ff | Carles Marti | @return: list of ase.Atoms for the adsorbate-surface structures
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154 | a5cc42ff | Carles Marti | """
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155 | f3d1e601 | Carles Marti | surf_ads_list = [] |
156 | f3d1e601 | Carles Marti | sites_coords = get_atom_coords(surf, sites) |
157 | f3d1e601 | Carles Marti | for conf in conf_list: |
158 | f3d1e601 | Carles Marti | molec_ctr_coords = get_atom_coords(conf, ads_ctrs) |
159 | f3d1e601 | Carles Marti | molec_neigh_coords = get_atom_coords(conf, neigh_ctrs) |
160 | f3d1e601 | Carles Marti | for site in sites_coords: |
161 | f3d1e601 | Carles Marti | for i, molec_ctr in enumerate(molec_ctr_coords): |
162 | f3d1e601 | Carles Marti | if algo == 'euler': |
163 | dadc6016 | Carles Marti | surf_ads_list.extend(ads_euler(conf, surf, molec_ctr, site, |
164 | 1d22a086 | Carles Marti | num_pts, norm_vect, |
165 | dadc6016 | Carles Marti | coll_bttm, |
166 | f3d1e601 | Carles Marti | molec_neigh_coords[i])) |
167 | f3d1e601 | Carles Marti | elif algo == 'chemcat': |
168 | dadc6016 | Carles Marti | surf_ads_list.extend(ads_chemcat(site, molec_ctr, num_pts)) |
169 | f3d1e601 | Carles Marti | return surf_ads_list
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170 | f3d1e601 | Carles Marti | |
171 | f3d1e601 | Carles Marti | |
172 | 4614bb6a | Carles | def run_screening(inp_vars): |
173 | e07c09eb | Carles | """Carry out the screening of adsorbate coordinates on a surface
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174 | e07c09eb | Carles |
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175 | e07c09eb | Carles | @param inp_vars: Calculation parameters from input file.
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176 | e07c09eb | Carles | """
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177 | e07c09eb | Carles | import os |
178 | f3d1e601 | Carles Marti | from modules.formats import read_coords, read_energies, \ |
179 | f3d1e601 | Carles Marti | rdkit_mol_to_ase_atoms, adapt_format |
180 | af3e2441 | Carles Marti | from modules.clustering import get_rmsd, clustering |
181 | a5cc42ff | Carles Marti | from modules.isolated import get_moments_of_inertia |
182 | f3d1e601 | Carles Marti | from modules.calculation import run_calc |
183 | e07c09eb | Carles | |
184 | e07c09eb | Carles | if not os.path.isdir("isolated"): |
185 | e07c09eb | Carles | err = "'isolated' directory not found. It is needed in order to carry "
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186 | e07c09eb | Carles | "out the screening of structures to be adsorbed"
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187 | e07c09eb | Carles | logger.error(err) |
188 | e07c09eb | Carles | raise ValueError(err) |
189 | e07c09eb | Carles | |
190 | f3d1e601 | Carles Marti | conf_list = read_coords(inp_vars['code'], 'isolated', 'rdkit') |
191 | dadc6016 | Carles Marti | # TODO Implement neighbors algorithm / align molecule to surface
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192 | f3d1e601 | Carles Marti | # neigh_list = get_neighbors(conf_list[0], inp_vars['molec_ads_ctrs'])
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193 | f3d1e601 | Carles Marti | conf_enrgs = read_energies(inp_vars['code'], 'isolated') |
194 | f3d1e601 | Carles Marti | mois = np.array([get_moments_of_inertia(conf)[0] for conf in conf_list]) |
195 | f3d1e601 | Carles Marti | rmsd_mtx = get_rmsd(conf_list) |
196 | dadc6016 | Carles Marti | exemplars = clustering(rmsd_mtx) # TODO Kind of Clustering
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197 | dadc6016 | Carles Marti | clust_conf_list = [conf_list[idx] for idx in exemplars] |
198 | dadc6016 | Carles Marti | conf_list = [rdkit_mol_to_ase_atoms(conf) for conf in clust_conf_list] |
199 | f3d1e601 | Carles Marti | surf = adapt_format('ase', inp_vars['surf_file']) |
200 | f3d1e601 | Carles Marti | surf_ads_list = adsorb_confs(conf_list, surf, inp_vars['molec_ads_ctrs'],
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201 | f3d1e601 | Carles Marti | inp_vars['sites'], inp_vars['ads_algo'], |
202 | f3d1e601 | Carles Marti | inp_vars['sample_points_per_angle'],
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203 | 1d22a086 | Carles Marti | inp_vars['molec_neigh_ctrs'],
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204 | dadc6016 | Carles Marti | inp_vars['surf_norm_vect'],
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205 | dadc6016 | Carles Marti | inp_vars['collision_bottom'])
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206 | f3d1e601 | Carles Marti | run_calc('screening', inp_vars, surf_ads_list) |