def test_duplicate_angle_type(self):
""" Tests handling of duplicate angle type in ParameterSet """
struct = pmd.Structure()
struct.add_atom(pmd.Atom('CA', type='CX'), 'ALA', 1)
struct.add_atom(pmd.Atom('CB', type='CY'), 'ALA', 1)
struct.add_atom(pmd.Atom('CC', type='CZ'), 'ALA', 1)
struct.add_atom(pmd.Atom('CD', type='CX'), 'GLY', 2)
struct.add_atom(pmd.Atom('CE', type='CY'), 'GLY', 2)
struct.add_atom(pmd.Atom('CF', type='CZ'), 'GLY', 2)
struct.angle_types.append(pmd.AngleType(10.0, 120.0))
struct.angle_types.append(pmd.AngleType(11.0, 109.0))
struct.angle_types.claim()
struct.angles.append(
pmd.Angle(struct[0],
struct[1],
struct[2],
type=struct.angle_types[0]))
struct.angles.append(
pmd.Angle(struct[3],
struct[4],
struct[5],
type=struct.angle_types[1]))
self.assertRaises(
pmd.exceptions.ParameterError, lambda: pmd.ParameterSet.
from_structure(struct, allow_unequal_duplicates=False))
def _new_angle(old, a1, a2):
"""
Create a new Angle object but one that replaces a1 with a2
"""
if old.atom1 == a1:
new = parmed.Angle(a2, old.atom2, old.atom3)
elif old.atom2 == a1:
new = parmed.Angle(old.atom1, a2, old.atom3)
elif old.atom3 == a1:
new = parmed.Angle(old.atom1, old.atom2, a2)
new.funct = 5
return new
def test_urey_bradley_type(self):
""" Tests handling getting urey-bradley types from Structure """
warnings.filterwarnings('error',
category=pmd.exceptions.ParameterWarning)
struct = pmd.Structure()
struct.add_atom(pmd.Atom('CA', type='CX'), 'ALA', 1)
struct.add_atom(pmd.Atom('CB', type='CY'), 'ALA', 1)
struct.add_atom(pmd.Atom('CC', type='CZ'), 'ALA', 1)
struct.add_atom(pmd.Atom('CD', type='CX'), 'GLY', 2)
struct.add_atom(pmd.Atom('CE', type='CY'), 'GLY', 2)
struct.add_atom(pmd.Atom('CF', type='CZ'), 'GLY', 2)
struct.bond_types.append(pmd.BondType(100.0, 1.0))
struct.bond_types.claim()
struct.bonds.extend([
pmd.Bond(struct[0], struct[1], type=struct.bond_types[0]),
pmd.Bond(struct[1], struct[2], type=struct.bond_types[0]),
pmd.Bond(struct[3], struct[4], type=struct.bond_types[0]),
pmd.Bond(struct[4], struct[5], type=struct.bond_types[0]),
])
struct.angle_types.append(pmd.AngleType(10.0, 120.0))
struct.angle_types.append(pmd.AngleType(11.0, 109.0))
struct.angle_types.claim()
struct.angles.append(
pmd.Angle(struct[0],
struct[1],
struct[2],
type=struct.angle_types[0]))
struct.angles.append(
pmd.Angle(struct[3],
struct[4],
struct[5],
type=struct.angle_types[0]))
struct.urey_bradley_types.append(pmd.BondType(150.0, 2.0))
struct.urey_bradley_types.claim()
struct.urey_bradleys.extend([
pmd.UreyBradley(struct[0],
struct[2],
type=struct.urey_bradley_types[0]),
pmd.UreyBradley(struct[3],
struct[5],
type=struct.urey_bradley_types[0]),
])
params = pmd.ParameterSet.from_structure(struct)
self.assertEqual(len(params.urey_bradley_types), 2)
for key, ubt in iteritems(params.urey_bradley_types):
self.assertEqual(len(key), 3)
self.assertEqual(ubt.req, 2.0)
self.assertEqual(ubt.k, 150.0)
warnings.filterwarnings('default',
category=pmd.exceptions.ParameterWarning)
def test_angleparm(self) :
struct = parmed.load_file(gro_filename, skip_bonds=True)
xyz_opt, hess = seminario.gaussian.parse_fchk(fchk_filename)
struct.coordinates = xyz_opt*0.529177249
atom1 = struct.view[":1@CG"].atoms[0]
atom2 = struct.view[":1@ND1"].atoms[0]
atom3 = struct.view[":3@CU"].atoms[0]
angle = parmed.Angle(atom1, atom2, atom3)
force = seminario.forcefield.seminario_angle(angle, hess, 0.963)
self.assertEqual(np.round(force,4), 192.3902)
self.assertEqual(np.round(angle.measure(),3), 123.642)
def _new_atom(parm, carbon, hydrogen, name):
"""
Creates a new hydrogen atom and add the necessary topology
Parameters
----------
parm : parmed.Structure
the topology
carbon : parmed.Atom
the carbon atom to which the hydrogen should be bonded
hydrogen : parmed.Atom
the other hydrogen, already in the topology
name : string
the name of the hydrogen atom
Returns
-------
parmed.Atom
the newly created atom
"""
new = parmed.Atom(list=parm.atoms,
name=name,
type="HAL2",
charge=0.0,
mass=1.008000)
new.residue = parm.residues[0]
parm.residues[0].atoms.insert(hydrogen.idx + 1, new)
parm.atoms.insert(hydrogen.idx + 1, new)
# Add topology
parm.bonds.append(parmed.Bond(carbon, new))
for a in parm.adjusts:
if a.atom1 == hydrogen:
parm.adjusts.append(parmed.NonbondedException(new, a.atom2))
elif a.atom2 == hydrogen:
parm.adjusts.append(parmed.NonbondedException(a.atom1, new))
for angle in hydrogen.angles:
parm.angles.append(_new_angle(angle, hydrogen, new))
parm.angles.append(parmed.Angle(hydrogen, carbon, new))
parm.angles[-1].funct = 5
for dihedral in hydrogen.dihedrals:
parm.dihedrals.append(_new_dihedral(dihedral, hydrogen, new))
return new
def make_angled_ff(struct, xyz_orig, hess, angles, scaling):
"""
Make angle force field parameters for selected angles using the Seminario
method.
This will print the force field parameters to standard output
Parameters
----------
struct : parmed.Structure
the structure of the model, including optimized coordinates
xyz_orig : numpy.ndarray
the original xyz coordinates
hess : numpy.ndarray
the Hessian matrix
angles : list of strings
the angle definitions
scaling : float
the scaling factor for the Hessian
"""
for angle in angles:
sel1, sel2, sel3 = angle.strip().split("-")
atom1 = struct.view[sel1].atoms[0]
atom2 = struct.view[sel2].atoms[0]
atom3 = struct.view[sel3].atoms[0]
angle = parmed.Angle(atom1, atom2, atom3)
struct.angles.append(angle)
struct_orig = struct.copy(type(struct))
struct_orig.coordinates = xyz_orig
print("Angle\tidx1\tidx2\tidx3\ttheta(x-ray)\ttheta(opt)\tk [kJ/mol]")
for angle, angle_orig, anglemask in zip(struct.angles, struct_orig.angles,
angles):
force = seminario_angle(angle, hess, scaling)
print("%s\t%d\t%d\t%d\t%.4f\t%.4f\t%.4f" %
(anglemask, angle.atom1.idx + 1,
angle.atom2.idx + 1, angle.atom3.idx + 1, angle_orig.measure(),
angle.measure(), force))
def test_ep_exceptions(self):
""" Test Nonbonded exception handling with virtual sites """
# Analyze the exception parameters for bonding pattern
#
# E1 -- A1 -- A2 -- A3 -- A4 -- A5 -- E5
# | | |
# E2 E3 E4
struct = pmd.Structure()
ep1 = ExtraPoint(name='E1', type='EP', atomic_number=0, weights=[1, 2])
ep2 = ExtraPoint(name='E2', type='EP', atomic_number=0)
ep3 = ExtraPoint(name='E3', type='EP', atomic_number=0)
ep4 = ExtraPoint(name='E4', type='EP', atomic_number=0)
ep5 = ExtraPoint(name='E5', type='EP', atomic_number=0)
self.assertIs(ep1.parent, None)
self.assertEqual(ep1.bond_partners, [])
self.assertEqual(ep1.angle_partners, [])
self.assertEqual(ep1.dihedral_partners, [])
self.assertEqual(ep1.tortor_partners, [])
self.assertEqual(ep1.exclusion_partners, [])
a1 = pmd.Atom(name='A1', type='AX', charge=0.1, atomic_number=6)
a2 = pmd.Atom(name='A2', type='AY', charge=0.1, atomic_number=6)
a3 = pmd.Atom(name='A3', type='AZ', charge=0.1, atomic_number=7)
a4 = pmd.Atom(name='A4', type='AX', charge=0.1, atomic_number=6)
a5 = pmd.Atom(name='A5', type='AY', charge=0.1, atomic_number=6)
a1.rmin = a2.rmin = a3.rmin = a4.rmin = a5.rmin = 0.5
a1.epsilon = a2.epsilon = a3.epsilon = a4.epsilon = a5.epsilon = 1.0
bond_type = pmd.BondType(10.0, 1.0)
bond_type2 = pmd.BondType(10.0, 2.0)
bond_type3 = pmd.BondType(10.0, 0.5)
bond_type4 = pmd.BondType(10.0, math.sqrt(2))
angle_type = pmd.AngleType(10.0, 90)
dihedral_type = pmd.DihedralType(10.0, 2, 0)
struct.add_atom(a1, 'RES', 1)
struct.add_atom(a2, 'RES', 1)
struct.add_atom(a3, 'RES', 1)
struct.add_atom(a4, 'RES', 1)
struct.add_atom(a5, 'RES', 1)
struct.add_atom(ep1, 'RES', 1)
struct.add_atom(ep2, 'RES', 1)
struct.add_atom(ep3, 'RES', 1)
struct.add_atom(ep4, 'RES', 1)
struct.add_atom(ep5, 'RES', 1)
struct.bonds.extend([
pmd.Bond(a1, ep1, type=bond_type),
pmd.Bond(ep2, a2, type=bond_type),
pmd.Bond(a3, ep3, type=bond_type3),
pmd.Bond(a4, ep4, type=bond_type)
])
struct.bonds.extend([
pmd.Bond(a1, a2, type=bond_type),
pmd.Bond(a4, a3, type=bond_type4),
pmd.Bond(a3, a2, type=bond_type4),
pmd.Bond(a4, a5, type=bond_type2),
pmd.Bond(a5, ep5, type=bond_type)
])
struct.angles.extend([
pmd.Angle(a1, a2, a3, type=angle_type),
pmd.Angle(a2, a3, a4, type=angle_type),
pmd.Angle(a3, a4, a5, type=angle_type)
])
struct.dihedrals.extend([
pmd.Dihedral(a1, a2, a3, a4, type=dihedral_type),
pmd.Dihedral(a2, a3, a4, a5, type=dihedral_type)
])
struct.bond_types.extend(
[bond_type, bond_type3, bond_type2, bond_type4])
struct.angle_types.append(angle_type)
struct.dihedral_types.append(dihedral_type)
# Test exclusions now
a1.exclude(a5)
system = struct.createSystem()
def to_parmed(off_system: "System") -> pmd.Structure:
"""Convert an OpenFF System to a ParmEd Structure"""
structure = pmd.Structure()
_convert_box(off_system.box, structure)
if "Electrostatics" in off_system.handlers.keys():
has_electrostatics = True
electrostatics_handler = off_system.handlers["Electrostatics"]
else:
has_electrostatics = False
for topology_molecule in off_system.topology.topology_molecules: # type: ignore[union-attr]
for atom in topology_molecule.atoms:
atomic_number = atom.atomic_number
element = pmd.periodic_table.Element[atomic_number]
mass = pmd.periodic_table.Mass[element]
structure.add_atom(
pmd.Atom(
atomic_number=atomic_number,
mass=mass,
),
resname="FOO",
resnum=0,
)
if "Bonds" in off_system.handlers.keys():
bond_handler = off_system.handlers["Bonds"]
bond_type_map: Dict = dict()
for pot_key, pot in bond_handler.potentials.items():
k = pot.parameters["k"].to(kcal_mol_a2).magnitude / 2
length = pot.parameters["length"].to(unit.angstrom).magnitude
bond_type = pmd.BondType(k=k, req=length)
bond_type_map[pot_key] = bond_type
structure.bond_types.append(bond_type)
for top_key, pot_key in bond_handler.slot_map.items():
idx_1, idx_2 = top_key.atom_indices
bond_type = bond_type_map[pot_key]
bond = pmd.Bond(
atom1=structure.atoms[idx_1],
atom2=structure.atoms[idx_2],
type=bond_type,
)
structure.bonds.append(bond)
structure.bond_types.claim()
if "Angles" in off_system.handlers.keys():
angle_handler = off_system.handlers["Angles"]
angle_type_map: Dict = dict()
for pot_key, pot in angle_handler.potentials.items():
k = pot.parameters["k"].to(kcal_mol_rad2).magnitude / 2
theta = pot.parameters["angle"].to(unit.degree).magnitude
# TODO: Look up if AngleType already exists in struct
angle_type = pmd.AngleType(k=k, theteq=theta)
angle_type_map[pot_key] = angle_type
structure.angle_types.append(angle_type)
for top_key, pot_key in angle_handler.slot_map.items():
idx_1, idx_2, idx_3 = top_key.atom_indices
angle_type = angle_type_map[pot_key]
structure.angles.append(
pmd.Angle(
atom1=structure.atoms[idx_1],
atom2=structure.atoms[idx_2],
atom3=structure.atoms[idx_3],
type=angle_type,
))
structure.angle_types.append(angle_type)
structure.angle_types.claim()
# ParmEd treats 1-4 scaling factors at the level of each DihedralType,
# whereas SMIRNOFF captures them at the level of the non-bonded handler,
# so they need to be stored here for processing dihedrals
vdw_14 = off_system.handlers["vdW"].scale_14 # type: ignore[attr-defined]
if has_electrostatics:
coul_14 = off_system.handlers[
"Electrostatics"].scale_14 # type: ignore[attr-defined]
else:
coul_14 = 1.0
vdw_handler = off_system.handlers["vdW"]
if "ProperTorsions" in off_system.handlers.keys():
proper_torsion_handler = off_system.handlers["ProperTorsions"]
proper_type_map: Dict = dict()
for pot_key, pot in proper_torsion_handler.potentials.items():
k = pot.parameters["k"].to(kcal_mol).magnitude
periodicity = pot.parameters["periodicity"]
phase = pot.parameters["phase"].magnitude
proper_type = pmd.DihedralType(
phi_k=k,
per=periodicity,
phase=phase,
scnb=1 / vdw_14,
scee=1 / coul_14,
)
proper_type_map[pot_key] = proper_type
structure.dihedral_types.append(proper_type)
for top_key, pot_key in proper_torsion_handler.slot_map.items():
idx_1, idx_2, idx_3, idx_4 = top_key.atom_indices
dihedral_type = proper_type_map[pot_key]
structure.dihedrals.append(
pmd.Dihedral(
atom1=structure.atoms[idx_1],
atom2=structure.atoms[idx_2],
atom3=structure.atoms[idx_3],
atom4=structure.atoms[idx_4],
type=dihedral_type,
))
structure.dihedral_types.append(dihedral_type)
key1 = TopologyKey(atom_indices=(idx_1, ))
key4 = TopologyKey(atom_indices=(idx_4, ))
vdw1 = vdw_handler.potentials[vdw_handler.slot_map[key1]]
vdw4 = vdw_handler.potentials[vdw_handler.slot_map[key4]]
sig1, eps1 = _lj_params_from_potential(vdw1)
sig4, eps4 = _lj_params_from_potential(vdw4)
sig = (sig1 + sig4) * 0.5
eps = (eps1 * eps4)**0.5
nbtype = pmd.NonbondedExceptionType(rmin=sig * 2**(1 / 6),
epsilon=eps * vdw_14,
chgscale=coul_14)
structure.adjusts.append(
pmd.NonbondedException(structure.atoms[idx_1],
structure.atoms[idx_4],
type=nbtype))
structure.adjust_types.append(nbtype)
structure.dihedral_types.claim()
structure.adjust_types.claim()
# if False: # "ImroperTorsions" in off_system.term_collection.terms:
# improper_term = off_system.term_collection.terms["ImproperTorsions"]
# for improper, smirks in improper_term.smirks_map.items():
# idx_1, idx_2, idx_3, idx_4 = improper
# pot = improper_term.potentials[improper_term.smirks_map[improper]]
# # TODO: Better way of storing periodic data in generally, probably need to improve Potential
# n = re.search(r"\d", "".join(pot.parameters.keys())).group()
# k = pot.parameters["k" + n].m # kcal/mol
# periodicity = pot.parameters["periodicity" + n].m # dimless
# phase = pot.parameters["phase" + n].m # degree
#
# dihedral_type = pmd.DihedralType(per=periodicity, phi_k=k, phase=phase)
# structure.dihedrals.append(
# pmd.Dihedral(
# atom1=structure.atoms[idx_1],
# atom2=structure.atoms[idx_2],
# atom3=structure.atoms[idx_3],
# atom4=structure.atoms[idx_4],
# type=dihedral_type,
# )
# )
vdw_handler = off_system.handlers["vdW"]
for pmd_idx, pmd_atom in enumerate(structure.atoms):
top_key = TopologyKey(atom_indices=(pmd_idx, ))
smirks = vdw_handler.slot_map[top_key]
potential = vdw_handler.potentials[smirks]
element = pmd.periodic_table.Element[pmd_atom.element]
sigma, epsilon = _lj_params_from_potential(potential)
atom_type = pmd.AtomType(
name=element + str(pmd_idx + 1),
number=pmd_idx,
atomic_number=pmd_atom.atomic_number,
mass=pmd.periodic_table.Mass[element],
)
atom_type.set_lj_params(eps=epsilon, rmin=sigma * 2**(1 / 6) / 2)
pmd_atom.atom_type = atom_type
pmd_atom.type = atom_type.name
pmd_atom.name = pmd_atom.type
for pmd_idx, pmd_atom in enumerate(structure.atoms):
if has_electrostatics:
top_key = TopologyKey(atom_indices=(pmd_idx, ))
partial_charge = electrostatics_handler.charges[
top_key] # type: ignore[attr-defined]
unitless_ = partial_charge.to(unit.elementary_charge).magnitude
pmd_atom.charge = float(unitless_)
pmd_atom.atom_type.charge = float(unitless_)
else:
pmd_atom.charge = 0
# Assign dummy residue names, GROMACS will not accept empty strings
for res in structure.residues:
res.name = "FOO"
structure.positions = off_system.positions.to(
unit.angstrom).magnitude # type: ignore[attr-defined]
for idx, pos in enumerate(structure.positions):
structure.atoms[idx].xx = pos._value[0]
structure.atoms[idx].xy = pos._value[1]
structure.atoms[idx].xz = pos._value[2]
return structure
def _add_particles(self, topol):
err_msg = 'Unknown spin label type {{}}. Allowed values are: {}'
err_msg = err_msg.format(', '.join(self.ALLOWED_TYPES))
# we use the same radius and screen as for oxygen
if not self.explicit:
radius, screen = self._find_radius_and_screen(topol)
# find all the unique types of spin labels
types = set(self.params.values())
# create the bond types
bond_types = {}
for t in types:
bond_k, bond_r = self.bond_params[t]
topol.bond_types.append(
pmd.BondType(bond_k, bond_r, list=topol.bond_types))
bt = topol.bond_types[-1]
bond_types[t] = bt
# create the angle types
angle_types = {}
for t in types:
angle_k, angle_theta = self.angle_params[t]
topol.angle_types.append(
pmd.AngleType(angle_k, angle_theta, list=topol.angle_types))
at = topol.angle_types[-1]
angle_types[t] = at
# create the torsion types
tors_types = {}
for t in types:
tors_k, tors_per, tors_phase = self.tors_params[t]
topol.dihedral_types.append(
pmd.DihedralType(tors_k,
tors_per,
tors_phase,
list=topol.dihedral_types))
tt = topol.dihedral_types[-1]
tors_types[t] = tt
for key in self.params:
if self.params[key] not in self.ALLOWED_TYPES:
raise ValueError(err_msg.format(self.params[key]))
# create the particle
atom = pmd.Atom(None, 8, 'OND', 'OND', 0.0, 16.00)
if not self.explicit:
atom.radii = radius
atom.screen = screen
# add to system
topol.add_atom_to_residue(atom, topol.residues[key])
# find the other atoms
ca = topol.view[':{},@CA'.format(key + 1)].atoms[0]
cb = topol.view[':{},@CB'.format(key + 1)].atoms[0]
n = topol.view[':{},@N'.format(key + 1)].atoms[0]
# add bond
topol.bonds.append(pmd.Bond(atom, ca,
bond_types[self.params[key]]))
# add angle
topol.angles.append(
pmd.Angle(cb, ca, atom, angle_types[self.params[key]]))
# add torsion
topol.dihedrals.append(
pmd.Dihedral(n,
ca,
cb,
atom,
type=tors_types[self.params[key]]))
# set position
ca_pos = np.array((ca.xx, ca.xy, ca.xz))
n_pos = np.array((n.xx, n.xy, n.xz))
cb_pos = np.array((cb.xx, cb.xy, cb.xz))
direction = np.linalg.norm(ca_pos - n_pos)
new_pos = cb_pos - self.bond_params[
self.params[key]][1].value_in_unit(u.angstrom) * direction
atom.xx = new_pos[0]
atom.xy = new_pos[1]
atom.xz = new_pos[2]
topol.remake_parm()
# setup the new non-bonded parameters
for t in types:
indices = [
index + 1 for index in self.params if self.params[index] == t
]
selection_string = '(:{residue_mask})&(@{atom_name})'.format(
residue_mask=','.join(str(i) for i in indices), atom_name=t)
print topol.LJ_radius
action = pmd.tools.addLJType(
topol,
selection_string,
radius=self.lj_params[t][0].value_in_unit(u.angstrom),
epsilon=self.lj_params[t][1].value_in_unit(
u.kilocalorie_per_mole))
action.execute()
print topol.LJ_radius
def _add_atom(parm, last_idx, template, htemplate):
"""
Change the terminal hydrogen to a carbon and add three hydrogen atoms,
also add bonded information
Parameters
----------
parm : parmed.Structure
the topology
last_idx : integer
the index of the terminal carbon
template : string
the name prefix of the carbon atoms
htemplate: string
the name postfox of the hydrogen atoms
"""
# Find all carbons preceeding the terminal carbon and the hydrogens
# bonded to them
carbons = []
hydrogens = []
for idx in range(last_idx - 2, last_idx + 1):
carbons.append(_get_atom(parm, "%s%d" % (template, idx)))
hydrogens.append(
[_get_atom(parm, "H%d%s" % (idx, hstr)) for hstr in htemplate[:2]])
# Change the charges of the carbon and hydrogens next to the terminal carbon
carbons[1].charge = 0.0
hydrogens[1][0].charge = 0.0
hydrogens[1][1].charge = 0.0
# Change the type and charge of the terminal carbon and its hydrogens
carbons[2].charge = 0.0470
carbons[2].type = "CTL2"
for h in hydrogens[2]:
h.charge = -0.0070
h.type = "HAL2"
# Find the final hydrogen and change it to a carbon
hatom = _get_atom(parm, "H%d%s" % (last_idx, htemplate[2]))
hatom.type = "CTL3"
hatom.charge = -0.0810
hatom.name = "%s%d" % (template, last_idx + 1)
hatom.mass = 12.0110
# Create 3 new hydrogen atoms and the topology information
newatoms = []
for i, hstr in enumerate(htemplate):
newatom = parmed.Atom(list=parm.atoms,
name="H%d%s" % (last_idx + 1, hstr),
type="HAL3",
charge=0.0160,
mass=1.008000)
newatom.residue = parm.residues[0]
parm.residues[0].atoms.insert(hatom.idx + 1 + i, newatom)
parm.atoms.insert(hatom.idx + 1 + i, newatom)
parm.bonds.append(parmed.Bond(hatom, newatom))
parm.adjusts.append(parmed.NonbondedException(carbons[1], newatom))
parm.adjusts.append(parmed.NonbondedException(hydrogens[2][0],
newatom))
parm.adjusts.append(parmed.NonbondedException(hydrogens[2][1],
newatom))
parm.angles.append(parmed.Angle(carbons[2], hatom, newatom))
parm.dihedrals.append(
parmed.Dihedral(carbons[1], carbons[2], hatom, newatom))
parm.dihedrals.append(
parmed.Dihedral(hydrogens[2][0], carbons[2], hatom, newatom))
parm.dihedrals.append(
parmed.Dihedral(hydrogens[2][1], carbons[2], hatom, newatom))
newatoms.append(newatom)
# Add angles between thre three added hydrogens
parm.angles.append(parmed.Angle(newatoms[0], hatom, newatoms[1]))
parm.angles.append(parmed.Angle(newatoms[0], hatom, newatoms[2]))
parm.angles.append(parmed.Angle(newatoms[1], hatom, newatoms[2]))
# Correct the angle and dihedral types
for angle in parm.angles[-12:]:
angle.funct = 5
for dihedral in parm.dihedrals[-9:]:
dihedral.funct = 9
