def test_parameterize(self):
     """Test parameterizing molecules with template generator for all supported force fields"""
     # Test all supported small molecule force fields
     for small_molecule_forcefield in self.TEMPLATE_GENERATOR.INSTALLED_FORCEFIELDS:
         print(f'Testing {small_molecule_forcefield}')
         # Create a generator that knows about a few molecules
         # TODO: Should the generator also load the appropriate force field files into the ForceField object?
         generator = self.TEMPLATE_GENERATOR(molecules=self.molecules, forcefield=small_molecule_forcefield)
         # Check that we have loaded the right force field
         assert generator.forcefield == small_molecule_forcefield
         # Create a ForceField with the appropriate small molecule force field
         from simtk.openmm.app import ForceField
         forcefield = ForceField()
         # Register the template generator
         forcefield.registerTemplateGenerator(generator.generator)
         # Parameterize some molecules
         from simtk.openmm.app import NoCutoff
         from openmmforcefields.utils import Timer
         for molecule in self.molecules:
             openmm_topology = molecule.to_topology().to_openmm()
             with Timer() as t1:
                 system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
             assert system.getNumParticles() == molecule.n_atoms
             # Molecule should now be cached
             with Timer() as t2:
                 system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
             assert system.getNumParticles() == molecule.n_atoms
             assert (t2.interval() < t1.interval())
 def test_debug_ffxml(self):
     """Test that debug ffxml file is created when requested"""
     with tempfile.TemporaryDirectory() as tmpdirname:
         debug_ffxml_filename = os.path.join(tmpdirname, 'molecule.ffxml')
         cache = os.path.join(tmpdirname, 'db.json')
         # Create a generator that only knows about one molecule
         molecule = self.molecules[0]
         generator = self.TEMPLATE_GENERATOR(molecules=molecule, cache=cache)
         # Create a ForceField
         from simtk.openmm.app import ForceField
         forcefield = ForceField()
         # Register the template generator
         forcefield.registerTemplateGenerator(generator.generator)
         # Ensure no file is created
         from simtk.openmm.app import NoCutoff
         openmm_topology = molecule.to_topology().to_openmm()
         system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
         assert not os.path.exists(debug_ffxml_filename)
         # Enable debug file output creation
         forcefield = ForceField()
         forcefield.registerTemplateGenerator(generator.generator)
         generator.debug_ffxml_filename = debug_ffxml_filename
         # Ensure that an ffxml file is created
         system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
         assert os.path.exists(debug_ffxml_filename)
         # Ensure we can use that file to create a new force field
         forcefield_from_ffxml = ForceField()
         if hasattr(generator, 'gaff_xml_filename'):
             forcefield_from_ffxml.loadFile(generator.gaff_xml_filename)
         forcefield_from_ffxml.loadFile(debug_ffxml_filename)
         system2 = forcefield_from_ffxml.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
         # TODO: Test that systems are equivalent
         assert system.getNumParticles() == system2.getNumParticles()
    def test_add_solvent(self):
        """Test using simtk.opnmm.app.Modeller to add solvent to a small molecule parameterized by template generator"""
        # Select a molecule to add solvent around
        from simtk.openmm.app import NoCutoff, Modeller
        from simtk import unit
        molecule = self.molecules[0]
        openmm_topology = molecule.to_topology().to_openmm()
        openmm_positions = molecule.conformers[0]
        # Try adding solvent without residue template generator; this will fail
        from simtk.openmm.app import ForceField
        forcefield = ForceField('tip3p.xml')
        # Add solvent to a system containing a small molecule
        modeller = Modeller(openmm_topology, openmm_positions)
        try:
            modeller.addSolvent(forcefield, model='tip3p', padding=6.0*unit.angstroms)
        except ValueError as e:
            pass

        # Create a generator that knows about a few molecules
        generator = self.TEMPLATE_GENERATOR(molecules=self.molecules)
        # Add to the forcefield object
        forcefield.registerTemplateGenerator(generator.generator)
        # Add solvent to a system containing a small molecule
        # This should succeed
        modeller.addSolvent(forcefield, model='tip3p', padding=6.0*unit.angstroms)
    def test_charge(self):
        """Test that charges are nonzero after charging if the molecule does not contain user charges"""
        # Create a generator that does not know about any molecules
        generator = self.TEMPLATE_GENERATOR()
        # Create a ForceField
        from simtk.openmm.app import ForceField
        forcefield = ForceField()
        # Register the template generator
        forcefield.registerTemplateGenerator(generator.generator)

        # Check that parameterizing a molecule using user-provided charges produces expected charges
        import numpy as np
        from simtk import unit
        molecule = self.molecules[0]
        # Ensure partial charges are initially zero
        assert np.all(molecule.partial_charges / unit.elementary_charge == 0)
        # Add the molecule
        generator.add_molecules(molecule)
        # Create the System
        from simtk.openmm.app import NoCutoff
        openmm_topology = molecule.to_topology().to_openmm()
        system = forcefield.createSystem(openmm_topology,
                                         nonbondedMethod=NoCutoff)
        # Ensure charges are no longer zero
        assert not np.all(
            self.charges_from_system(system) ==
            0), "System has zero charges despite molecule not being charged"
    def test_charge_from_molecules(self):
        """Test that user-specified partial charges are used if requested"""
        # Create a generator that does not know about any molecules
        generator = self.TEMPLATE_GENERATOR()
        # Create a ForceField
        from simtk.openmm.app import ForceField
        forcefield = ForceField()
        # Register the template generator
        forcefield.registerTemplateGenerator(generator.generator)

        # Check that parameterizing a molecule using user-provided charges produces expected charges
        import numpy as np
        from simtk import unit
        molecule = self.molecules[0]
        charges = np.random.random([molecule.n_particles])
        charges += (molecule.total_charge - charges.sum()) / molecule.n_particles
        molecule.partial_charges = unit.Quantity(charges, unit.elementary_charge)
        assert not np.all(molecule.partial_charges / unit.elementary_charge == 0)
        # Add the molecule
        generator.add_molecules(molecule)
        # Create the System
        from simtk.openmm.app import NoCutoff
        openmm_topology = molecule.to_topology().to_openmm()
        system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
        assert self.charges_are_equal(system, molecule)
def imatinib_timing():
    print("Loading imatinib...")
    # Load the PDB file.
    from simtk.openmm.app import PDBFile
    pdb_filename = utils.get_data_filename("chemicals/imatinib/imatinib.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField(gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator
    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    integrator = openmm.LangevinIntegrator(300 * unit.kelvin, 5.0 / unit.picoseconds, 1.0 * unit.femtoseconds)
    # Create Context
    context = openmm.Context(system, integrator)
    context.setPositions(pdb.positions)
    integrator.step(100)

    import time
    nsteps = 10000000
    initial_time = time.time()
    integrator.step(nsteps)
    state = context.getState().getPeriodicBoxVectors() # force dynamics
    final_time = time.time()
    elapsed_time = final_time / initial_time
    time_per_step = elapsed_time / float(nsteps)
    print('time per force evaluation is %.3f us' % (time_per_step*1e6))
def imatinib_timing():
    print("Loading imatinib...")
    # Load the PDB file.
    from simtk.openmm.app import PDBFile
    pdb_filename = utils.get_data_filename("chemicals/imatinib/imatinib.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField(gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator
    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    integrator = openmm.LangevinIntegrator(300 * unit.kelvin,
                                           5.0 / unit.picoseconds,
                                           1.0 * unit.femtoseconds)
    # Create Context
    context = openmm.Context(system, integrator)
    context.setPositions(pdb.positions)
    integrator.step(100)

    import time
    nsteps = 10000000
    initial_time = time.time()
    integrator.step(nsteps)
    state = context.getState().getPeriodicBoxVectors()  # force dynamics
    final_time = time.time()
    elapsed_time = final_time / initial_time
    time_per_step = elapsed_time / float(nsteps)
    print('time per force evaluation is %.3f us' % (time_per_step * 1e6))
    def test_cache(self):
        """Test template generator cache capability"""
        from simtk.openmm.app import ForceField, NoCutoff
        with tempfile.TemporaryDirectory() as tmpdirname:
            # Create a generator that also has a database cache
            cache = os.path.join(tmpdirname, 'db.json')
            generator = self.TEMPLATE_GENERATOR(molecules=self.molecules,
                                                cache=cache)
            # Create a ForceField
            forcefield = ForceField()
            # Register the template generator
            forcefield.registerTemplateGenerator(generator.generator)
            # Parameterize the molecules
            for molecule in self.molecules:
                openmm_topology = molecule.to_topology().to_openmm()
                forcefield.createSystem(openmm_topology,
                                        nonbondedMethod=NoCutoff)

            # Check database contents
            def check_cache(generator, n_expected):
                """
                Check database contains number of expected records

                Parameters
                ----------
                generator : SmallMoleculeTemplateGenerator
                    The generator whose cache should be examined
                n_expected : int
                    Number of expected records
                """
                from tinydb import TinyDB
                db = TinyDB(generator._cache)
                table = db.table(generator._database_table_name)
                db_entries = table.all()
                db.close()
                n_entries = len(db_entries)
                assert (n_entries == n_expected), \
                    "Expected {} entries but database has {}\n db contents: {}".format(n_expected, n_entries, db_entries)

            check_cache(generator, len(self.molecules))

            # Clean up, forcing closure of database
            del forcefield, generator

            # Create a generator that also uses the database cache but has no molecules
            print('Creating new generator with just cache...')
            generator = self.TEMPLATE_GENERATOR(cache=cache)
            # Check database still contains the molecules we expect
            check_cache(generator, len(self.molecules))
            # Create a ForceField
            forcefield = ForceField()
            # Register the template generator
            forcefield.registerTemplateGenerator(generator.generator)
            # Parameterize the molecules; this should succeed
            for molecule in self.molecules:
                openmm_topology = molecule.to_topology().to_openmm()
                forcefield.createSystem(openmm_topology,
                                        nonbondedMethod=NoCutoff)
    def test_jacs_ligands(self):
        """Use template generator to parameterize the Schrodinger JACS set of ligands"""
        from simtk.openmm.app import ForceField, NoCutoff
        jacs_systems = {
            #'bace'     : { 'prefix' : 'Bace' },
            #'cdk2'     : { 'prefix' : 'CDK2' },
            'jnk1'     : { 'prefix' : 'Jnk1' },
            'mcl1'     : { 'prefix' : 'MCL1' },
            #'p38'      : { 'prefix' : 'p38' },
            'ptp1b'    : { 'prefix' : 'PTP1B' },
            'thrombin' : { 'prefix' : 'Thrombin' },
            #'tyk2'     : { 'prefix' : 'Tyk2' },
        }
        for system_name in jacs_systems:
            prefix = jacs_systems[system_name]['prefix']
            # Load molecules
            ligand_sdf_filename = get_data_filename(os.path.join('perses_jacs_systems', system_name, prefix + '_ligands.sdf'))
            print(f'Reading molecules from {ligand_sdf_filename} ...')
            from openforcefield.topology import Molecule
            molecules = Molecule.from_file(ligand_sdf_filename, allow_undefined_stereo=True)
            # Ensure this is a list
            try:
                nmolecules = len(molecules)
            except TypeError:
                molecules = [molecules]

            print(f'Read {len(molecules)} molecules from {ligand_sdf_filename}')
            #molecules = self.filter_molecules(molecules)
            MAX_MOLECULES = len(molecules)
            if 'TRAVIS' in os.environ:
                MAX_MOLECULES = 3
            molecules = molecules[:MAX_MOLECULES]
            print(f'{len(molecules)} molecules remain after filtering')

            # Create template generator with local cache
            cache = os.path.join(get_data_filename(os.path.join('perses_jacs_systems', system_name)), 'cache.json')
            generator = self.TEMPLATE_GENERATOR(molecules=molecules, cache=cache)

            # Create a ForceField
            forcefield = ForceField()
            # Register the template generator
            forcefield.registerTemplateGenerator(generator.generator)

            # Parameterize all molecules
            print(f'Caching all molecules for {system_name} at {cache} ...')
            n_success = 0
            n_failure = 0
            for molecule in molecules:
                openmm_topology = molecule.to_topology().to_openmm()
                try:
                    forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
                    n_success += 1
                except Exception as e:
                    n_failure += 1
                    print(e)
            print(f'{n_failure}/{n_success+n_failure} ligands failed to parameterize for {system_name}')
def test_gaffResidueTemplateGenerator():
    """
    Test the GAFF residue template generator.
    """

    #
    # Test where we generate parameters for only a ligand.
    #

    # Load the PDB file.
    from simtk.openmm.app import PDBFile

    pdb_filename = utils.get_data_filename("chemicals/imatinib/imatinib.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField(gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator

    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    # Check potential is finite.
    check_potential_is_finite(system, pdb.positions)
    # Check energy matches prmtop route.
    check_energy_components_vs_prmtop(
        prmtop=utils.get_data_filename("chemicals/imatinib/imatinib.prmtop"),
        inpcrd=utils.get_data_filename("chemicals/imatinib/imatinib.inpcrd"),
        system=system,
    )

    #
    # Test where we generate parameters for only a ligand in a protein.
    #

    # Load the PDB file.
    from simtk.openmm.app import PDBFile

    pdb_filename = utils.get_data_filename("chemicals/proteins/T4-lysozyme-L99A-p-xylene-implicit.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField("amber99sb.xml", gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator

    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    # Check potential is finite.
    check_potential_is_finite(system, pdb.positions)
Ejemplo n.º 11
0
def test_gaffResidueTemplateGenerator():
    """
    Test the GAFF residue template generator.
    """

    #
    # Test where we generate parameters for only a ligand.
    #

    # Load the PDB file.
    from simtk.openmm.app import PDBFile
    pdb_filename = utils.get_data_filename("chemicals/imatinib/imatinib.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField(gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator
    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    # Check potential is finite.
    check_potential_is_finite(system, pdb.positions)
    # Check energy matches prmtop route.
    check_energy_components_vs_prmtop(
        prmtop=utils.get_data_filename('chemicals/imatinib/imatinib.prmtop'),
        inpcrd=utils.get_data_filename('chemicals/imatinib/imatinib.inpcrd'),
        system=system)

    #
    # Test where we generate parameters for only a ligand in a protein.
    #

    # Load the PDB file.
    from simtk.openmm.app import PDBFile
    pdb_filename = utils.get_data_filename(
        "chemicals/proteins/T4-lysozyme-L99A-p-xylene-implicit.pdb")
    pdb = PDBFile(pdb_filename)
    # Create a ForceField object.
    gaff_xml_filename = utils.get_data_filename("parameters/gaff.xml")
    forcefield = ForceField('amber99sb.xml', gaff_xml_filename)
    # Add the residue template generator.
    from openmoltools.forcefield_generators import gaffTemplateGenerator
    forcefield.registerTemplateGenerator(gaffTemplateGenerator)
    # Parameterize system.
    system = forcefield.createSystem(pdb.topology, nonbondedMethod=NoCutoff)
    # Check potential is finite.
    check_potential_is_finite(system, pdb.positions)
    def test_multiple_registration(self):
        """Test registering the template generator with multiple force fields"""
        generator = self.TEMPLATE_GENERATOR(molecules=self.molecules)
        from simtk.openmm.app import ForceField
        NUM_FORCEFIELDS = 2 # number of force fields to test
        forcefields = list()
        for index in range(NUM_FORCEFIELDS):
            forcefield = ForceField()
            forcefield.registerTemplateGenerator(generator.generator)
            forcefields.append(forcefield)

        # Parameterize a molecule in each force field instance
        molecule = self.molecules[0]
        openmm_topology = molecule.to_topology().to_openmm()
        from simtk.openmm.app import NoCutoff
        for forcefield in forcefields:
            system = forcefield.createSystem(openmm_topology, nonbondedMethod=NoCutoff)
            assert system.getNumParticles() == molecule.n_atoms
    def test_add_molecules(self):
        """Test that molecules can be added to template generator after its creation"""
        # Create a generator that does not know about any molecules
        generator = self.TEMPLATE_GENERATOR()
        # Create a ForceField
        from simtk.openmm.app import ForceField
        forcefield = ForceField()
        # Register the template generator
        forcefield.registerTemplateGenerator(generator.generator)

        # Check that parameterizing a molecule fails
        molecule = self.molecules[0]
        from simtk.openmm.app import NoCutoff
        try:
            # This should fail with an exception
            openmm_topology = molecule.to_topology().to_openmm()
            system = forcefield.createSystem(openmm_topology,
                                             nonbondedMethod=NoCutoff)
        except ValueError as e:
            # Exception 'No template found...' is expected
            assert str(e).startswith('No template found')

        # Now add the molecule to the generator and ensure parameterization passes
        generator.add_molecules(molecule)
        openmm_topology = molecule.to_topology().to_openmm()
        try:
            system = forcefield.createSystem(openmm_topology,
                                             nonbondedMethod=NoCutoff)
        except Exception as e:
            print(forcefield._atomTypes.keys())
            from simtk.openmm.app import PDBFile
            PDBFile.writeFile(openmm_topology, molecule.conformers[0])
            raise e
        assert system.getNumParticles() == molecule.n_atoms

        # Add multiple molecules, including repeats
        generator.add_molecules(self.molecules)

        # Ensure all molecules can be parameterized
        for molecule in self.molecules:
            openmm_topology = molecule.to_topology().to_openmm()
            system = forcefield.createSystem(openmm_topology,
                                             nonbondedMethod=NoCutoff)
            assert system.getNumParticles() == molecule.n_atoms
Ejemplo n.º 14
0
class SystemGenerator(object):
    """
    Utility factory to generate OpenMM Systems from Topology objects.

    Parameters
    ----------
    forcefields_to_use : list of string
        List of the names of ffxml files that will be used in system creation.
    forcefield_kwargs : dict of arguments to createSystem, optional
        Allows specification of various aspects of system creation.
    use_gaff : bool, optional, default=True
        If True, will add the GAFF residue template generator.

    Examples
    --------
    >>> from simtk.openmm import app
    >>> forcefield_kwargs={ 'nonbondedMethod' : app.NoCutoff, 'implicitSolvent' : None, 'constraints' : None }
    >>> system_generator = SystemGenerator(['amber99sbildn.xml'], forcefield_kwargs=forcefield_kwargs)
    >>> from openmmtools.testsystems import AlanineDipeptideVacuum
    >>> testsystem = AlanineDipeptideVacuum()
    >>> system = system_generator.createSystem(testsystem.topology)
    """
    def __init__(self,
                 forcefields_to_use,
                 forcefield_kwargs=None,
                 use_gaff=True):
        self._forcefield_xmls = forcefields_to_use
        self._forcefield_kwargs = forcefield_kwargs if forcefield_kwargs is not None else {}
        from simtk.openmm.app import ForceField
        self._forcefield = ForceField(*self._forcefield_xmls)
        if use_gaff:
            self._forcefield.registerTemplateGenerator(gaffTemplateGenerator)

    def getForceField(self):
        """
        Return the associated ForceField object.

        Returns
        -------
        forcefield : simtk.openmm.app.ForceField
            The current ForceField object.
        """
        return self._forcefield

    def createSystem(self, topology):
        """
        Build a system from specified topology object.

        Parameters
        ----------
        topology : simtk.openmm.app.Topology object
            The topology of the system to construct.

        Returns
        -------
        system : openmm.System
            A system object generated from the topology
        """
        system = self._forcefield.createSystem(topology,
                                               **self._forcefield_kwargs)
        return system

    @property
    def ffxmls(self):
        return self._forcefield_xmls

    @property
    def forcefield(self):
        return self._forcefield
    def test_jacs_complexes(self):
        """Use template generator to parameterize the Schrodinger JACS set of complexes"""
        # TODO: Uncomment working systems when we have cleaned up the input files
        jacs_systems = {
            #'bace'     : { 'prefix' : 'Bace' },
            #'cdk2'     : { 'prefix' : 'CDK2' },
            #'jnk1'     : { 'prefix' : 'Jnk1' },
            'mcl1'     : { 'prefix' : 'MCL1' },
            #'p38'      : { 'prefix' : 'p38' },
            #'ptp1b'    : { 'prefix' : 'PTP1B' },
            #'thrombin' : { 'prefix' : 'Thrombin' },
            #'tyk2'     : { 'prefix' : 'Tyk2' },
        }
        for system_name in jacs_systems:
            prefix = jacs_systems[system_name]['prefix']
            # Read molecules
            ligand_sdf_filename = get_data_filename(os.path.join('perses_jacs_systems', system_name, prefix + '_ligands.sdf'))
            print(f'Reading molecules from {ligand_sdf_filename} ...')
            from openforcefield.topology import Molecule
            molecules = Molecule.from_file(ligand_sdf_filename, allow_undefined_stereo=True)
            try:
                nmolecules = len(molecules)
            except TypeError:
                molecules = [molecules]
            print(f'Read {len(molecules)} molecules from {ligand_sdf_filename}')

            # Read ParmEd Structures
            import parmed
            from simtk import unit
            protein_pdb_filename = get_data_filename(os.path.join('perses_jacs_systems', system_name, prefix + '_protein.pdb'))
            from simtk.openmm.app import PDBFile
            print(f'Reading protein from {protein_pdb_filename} ...')
            #protein_structure = parmed.load_file(protein_pdb_filename) # NOTE: This mis-interprets distorted geometry and sequentially-numbered residues that span chain breaks
            pdbfile = PDBFile(protein_pdb_filename)
            protein_structure = parmed.openmm.load_topology(pdbfile.topology, xyz=pdbfile.positions.value_in_unit(unit.angstroms))
            ligand_structures = parmed.load_file(ligand_sdf_filename)
            try:
                nmolecules = len(ligand_structures)
            except TypeError:
                ligand_structures = [ligand_structures]
            assert len(ligand_structures) == len(molecules)

            # Filter molecules
            if 'TRAVIS' in os.environ:
                MAX_MOLECULES = 3
            else:
                MAX_MOLECULES = 6
            molecules = molecules[:MAX_MOLECULES]
            ligand_structures = ligand_structures[:MAX_MOLECULES]
            print(f'{len(molecules)} molecules remain after filtering')

            # Create complexes
            complex_structures = [ (protein_structure + ligand_structure) for ligand_structure in ligand_structures ]

            # Create template generator with local cache
            cache = os.path.join(get_data_filename(os.path.join('perses_jacs_systems', system_name)), 'cache.json')
            generator = self.TEMPLATE_GENERATOR(molecules=molecules, cache=cache)

            # Create a ForceField
            from simtk.openmm.app import ForceField
            forcefield = ForceField(*self.amber_forcefields)
            # Register the template generator
            forcefield.registerTemplateGenerator(generator.generator)

            # Parameterize all complexes
            print(f'Caching all molecules for {system_name} at {cache} ...')
            for ligand_index, complex_structure in enumerate(complex_structures):
                openmm_topology = complex_structure.topology
                molecule = molecules[ligand_index]

                # Delete hydrogens from terminal protein residues
                # TODO: Fix the input files so we don't need to do this
                from simtk.openmm import app
                modeller = app.Modeller(complex_structure.topology, complex_structure.positions)
                residues = [residue for residue in modeller.topology.residues() if residue.name != 'UNL']
                termini_ids = [residues[0].id, residues[-1].id]
                #hs = [atom for atom in modeller.topology.atoms() if atom.element.symbol in ['H'] and atom.residue.name != 'UNL']
                hs = [atom for atom in modeller.topology.atoms() if atom.element.symbol in ['H'] and atom.residue.id in termini_ids]
                modeller.delete(hs)
                from simtk.openmm.app import PDBFile
                modeller.addHydrogens(forcefield)

                # Parameterize protein:ligand complex in vacuum
                print(f' Parameterizing {system_name} : {molecule.to_smiles()} in vacuum...')
                from simtk.openmm.app import NoCutoff
                forcefield.createSystem(modeller.topology, nonbondedMethod=NoCutoff)

                # Parameterize protein:ligand complex in solvent
                print(f' Parameterizing {system_name} : {molecule.to_smiles()} in explicit solvent...')
                from simtk.openmm.app import PME
                modeller.addSolvent(forcefield, padding=0*unit.angstroms, ionicStrength=300*unit.millimolar)
                forcefield.createSystem(modeller.topology, nonbondedMethod=PME)
class SystemGenerator(object):
    """
    Utility factory to generate OpenMM Systems from Topology objects.

    Parameters
    ----------
    forcefields_to_use : list of string
        List of the names of ffxml files that will be used in system creation.
    forcefield_kwargs : dict of arguments to createSystem, optional
        Allows specification of various aspects of system creation.
    use_gaff : bool, optional, default=True
        If True, will add the GAFF residue template generator.

    Examples
    --------
    >>> from simtk.openmm import app
    >>> forcefield_kwargs={ 'nonbondedMethod' : app.NoCutoff, 'implicitSolvent' : None, 'constraints' : None }
    >>> system_generator = SystemGenerator(['amber99sbildn.xml'], forcefield_kwargs=forcefield_kwargs)
    >>> from openmmtools.testsystems import AlanineDipeptideVacuum
    >>> testsystem = AlanineDipeptideVacuum()
    >>> system = system_generator.createSystem(testsystem.topology)
    """

    def __init__(self, forcefields_to_use, forcefield_kwargs=None, use_gaff=True):
        self._forcefield_xmls = forcefields_to_use
        self._forcefield_kwargs = forcefield_kwargs if forcefield_kwargs is not None else {}
        from simtk.openmm.app import ForceField
        self._forcefield = ForceField(*self._forcefield_xmls)
        if use_gaff:
            self._forcefield.registerTemplateGenerator(gaffTemplateGenerator)

    def getForceField(self):
        """
        Return the associated ForceField object.

        Returns
        -------
        forcefield : simtk.openmm.app.ForceField
            The current ForceField object.
        """
        return self._forcefield

    def createSystem(self, topology):
        """
        Build a system from specified topology object.

        Parameters
        ----------
        topology : simtk.openmm.app.Topology object
            The topology of the system to construct.

        Returns
        -------
        system : openmm.System
            A system object generated from the topology
        """
        system = self._forcefield.createSystem(topology, **self._forcefield_kwargs)
        return system

    @property
    def ffxmls(self):
        return self._forcefield_xmls

    @property
    def forcefield(self):
        return self._forcefield