Created
October 1, 2019 16:31
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Scan dihedral angles using Open Babel (here using random angles)
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#!/usr/bin/env python | |
from __future__ import print_function | |
import sys | |
import os | |
import math | |
import random | |
import pybel | |
from pybel import ob | |
# optimize dihedral angle vectors | |
# using MMFF94 energies and Bayesian optimization | |
# global variable for the MMFF94 force field | |
ff = pybel._forcefields["mmff94"] | |
def energy(): | |
return ff.Energy(False) # false = don't compute gradients | |
if __name__ == "__main__": | |
# Syntax dihedrals.py filename.mol2 | |
# read molecule | |
if (sys.argv) != 2: | |
exit | |
filename = sys.argv[1] | |
extension = os.path.splitext(filename)[1] | |
# read a single molecule from the supplied file | |
# turn this into a while loop if you want all molecules in a file | |
mol = next(pybel.readfile(extension[1:], filename)) | |
if ff.Setup(mol.OBMol) is False: | |
print("Cannot set up force field, exiting") | |
exit() | |
print("Molecule read. Number of atoms: {}".format(len(mol.atoms))) | |
# set up the pool of rotatable bonds | |
rl = ob.OBRotorList() | |
rl.Setup(mol.OBMol) | |
print("Number of rotatable bonds: {}".format(rl.Size())) | |
# iterate through them to get the current dihedrals | |
currentCoords = mol.OBMol.GetCoordinates() | |
rotIterator = rl.BeginRotors() | |
rotor = rl.BeginRotor(rotIterator) # first rotatable bond | |
rotors = [] | |
angles = [] # in radians | |
while rotor is not None: | |
angle = rotor.CalcTorsion(currentCoords) | |
angles.append(angle) | |
print("dihedral: {0:3f}".format(math.degrees(angle))) | |
atoms = rotor.GetDihedralAtoms() | |
print("GetDihedralAtoms:", rotor.GetDihedralAtoms()) | |
rotors.append(rotor) | |
rotor = rl.NextRotor(rotIterator) | |
print("Current energy", round(energy(), 4)) | |
# each angle can obviously go from 0 .. 2*pi | |
# pick a random set of angles | |
# this would obviously be driven by the Bayesian optimization | |
for i in range(len(angles)): | |
angle = random.uniform(0, 2.0 * math.pi) | |
print("dihedral: {0:.3f}".format(math.degrees(angle))) | |
angles[i] = angle | |
rotors[i].SetToAngle(currentCoords, angle) | |
# update the coordinates and re-compute the energy | |
mol.OBMol.SetCoordinates(currentCoords) | |
ff.SetCoordinates(mol.OBMol) | |
print("New energy: {0:.4f}".format(energy(), 4)) | |
exit() | |
# write the current coordinates to a file | |
newFile = os.path.splitext(filename)[0] + '-opt.sdf' | |
mol.write("sdf", newFile) |
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