Created
February 25, 2016 16:06
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Energy decomposition analysis in OpenMM -- Thanks to RMCGibbo
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import numpy as np | |
from simtk.openmm.app import * | |
from simtk.openmm import * | |
from simtk.unit import * | |
from sys import stdout | |
def getForceByClass(system, klass): | |
for i in range(system.getNumForces()): | |
f = system.getForce(i) | |
if isinstance(f, klass): | |
return f | |
pdb = PDBFile('input.pdb') | |
forcefield = ForceField('tip3p.xml','opls-aam.xml') | |
system = forcefield.createSystem(pdb.topology, nonbondedMethod=PME, nonbondedCutoff=1*nanometer, constraints=HBonds) | |
for i in range(system.getNumForces()): | |
force = system.getForce(i) | |
force.setForceGroup(i) | |
print('How many harmonic bonds? ', getForceByClass(system, HarmonicBondForce).getNumBonds()) | |
print('How many harmonic angles? ', getForceByClass(system, HarmonicAngleForce).getNumAngles()) | |
print('How many torsions? ', getForceByClass(system, PeriodicTorsionForce).getNumTorsions()) | |
integrator = LangevinIntegrator(300*kelvin, 1/picosecond, 0.002*picoseconds) | |
context = Context(system, integrator) | |
context.setPositions(pdb.positions) | |
for i in range(system.getNumForces()): | |
mean_magnitude = np.mean(np.linalg.norm(context.getState(getForces=True, groups=1<<i).getForces(asNumpy=True)._value, axis=1)) | |
print('Force %d (%20s): mean magniude: %.3g' % (i, system.getForce(i).__class__.__name__, mean_magnitude)) |
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