def run_cassandra_surf(chem_pot, temp):
# Create box and species list
box_list = [surface]
species_list = [typed_surface,typed_ethane]
# Since we have an occupied box we need to specify
# the number of each species present in the intial config
mols_in_boxes = [[2,0]]
system = mc.System(box_list, species_list, mols_in_boxes=mols_in_boxes)
moveset = mc.MoveSet("gcmc", species_list)
custom_args = {
"run_name": f"surfequil_{chem_pot:.0f}_{temp:.0f}",
"chemical_potentials": ["none",chem_pot*u.Unit('kJ/mol')],
"rcut_min": 0.3980 * 2.5* u.angstrom, #(or 3.0)
"vdw_cutoff": min(box.lengths)/2.1* u.angstrom,
"charge_style": "none",
#"charge_cutoff": 14.0,
"coord_freq": 100,
"prop_freq": 10,
}
mc.run(
system=system,
moveset=moveset,
run_type="equilibration",
run_length= 3600549, # To reach ~1.33 hours
temperature=temp*u.K,
**custom_args
)
# Set max translate and volume for production
moveset.max_translate = [[0* u.angstrom,10.0* u.angstrom]] # angstroms
# Update run_name and restart_name
custom_args["run_name"] = f"surfprod_{chem_pot:.0f}_{temp:.0f}"
custom_args["restart_name"] = f"surfequil_{chem_pot:.0f}_{temp:.0f}"
mc.restart(
system=system,
moveset=moveset,
run_type="production",
run_length= 24097256, # To reach ~6.67 hours, total 8 hrs
temperature=temp*u.K,
**custom_args,
)
def run_gemc(**custom_args):
# Use mbuild to create molecules
methane = mbuild.Compound(name="_CH4")
# Create two empty mbuild.Box
# (vapor = larger, liquid = smaller)
liquid_box = mbuild.Box(lengths=[3.0, 3.0, 3.0])
vapor_box = mbuild.Box(lengths=[4.0, 4.0, 4.0])
# Load forcefields
trappe = foyer.forcefields.load_TRAPPE_UA()
# Use foyer to apply forcefields
typed_methane = trappe.apply(methane)
# Create box and species list
box_list = [liquid_box, vapor_box]
species_list = [typed_methane]
mols_to_add = [[350], [100]]
system = mc.System(box_list, species_list, mols_to_add=mols_to_add)
moveset = mc.MoveSet("gemc", species_list)
moveset.prob_volume = 0.010
moveset.prob_swap = 0.11
thermo_props = [
"energy_total",
"energy_intervdw",
"pressure",
"volume",
"nmols",
"mass_density",
]
default_args = {
"run_name": "equil",
"charge_style": "none",
"rcut_min": 2.0 * u.angstrom,
"vdw_cutoff": 14.0 * u.angstrom,
"units": "sweeps",
"steps_per_sweep": 450,
"coord_freq": 50,
"prop_freq": 10,
"properties": thermo_props,
}
# Combine default/custom args and override default
custom_args = {**default_args, **custom_args}
mc.run(
system=system,
moveset=moveset,
run_type="equilibration",
run_length=250,
temperature=151.0 * u.K,
**custom_args,
)
mc.restart(
restart_from="equil",
run_name="prod",
run_type="production",
total_run_length=750,
)
def main():
# Create a water molecule with the spce geometry
water = spce_water
ff = foyer.Forcefield(get_ff("pore-spce-jc.xml"))
water_typed = ff.apply(water)
# Define conditions
temperature = 298.0 * u.K
# Define a range of (shifted) chemical potentials
mus_adsorbate = np.arange(-58, -42, 2) * u.Unit("kJ/mol")
# Define custom_args that are the same for all pure phase simulations
custom_args = {
"cutoff_style": "cut",
"charge_style": "ewald",
"rcut_min": 0.5 * u.angstrom,
"vdw_cutoff": 9.0 * u.angstrom,
"prop_freq": 10,
"angle_style": ["fixed"],
}
for mu_adsorbate in mus_adsorbate:
print(f"\nRun simulation: T = {temperature}, mu = {mu_adsorbate}\n")
dirname = f"T_{temperature:0.1f}_mu_{mu_adsorbate:.1f}".replace(
" ", "_"
).replace(
"/", "-"
)
if not os.path.isdir(dirname):
os.mkdir(dirname)
else:
pass
with temporary_cd(dirname):
# Box size depends on chemical potential
# Test simulations show mu' = -48 kJ/mol; p ~ 0.01 bar
# Employ IG law to estimate remaining box sizes; target 40 waters
mu_0 = -48 * u.kJ/u.mol
p_0 = 0.01 * u.bar
n_water_target = 40
p_ig = p_0 * np.exp((mu_adsorbate-mu_0)/(u.kb * temperature))
vol = n_water_target * u.kb * temperature / p_ig
boxl = (vol**(1./3.)).to_value("nm")
custom_args["charge_cutoff"] = 0.25 * boxl * u.nm
species_list = [water_typed]
box_list = [mbuild.Box([boxl, boxl, boxl])]
system = mc.System(
box_list, species_list,
)
moveset = mc.MoveSet("gcmc", species_list)
moveset.prob_regrow = 0.0
moveset.prob_translate = 0.3
moveset.prob_rotate = 0.3
moveset.prob_insert = 0.2
mc.run(
system=system,
moveset=moveset,
run_type="equil",
run_length=500000,
temperature=temperature,
run_name="equil",
chemical_potentials=[mu_adsorbate],
**custom_args,
)
mc.restart(
system=system,
moveset=moveset,
run_type="prod",
run_length=1000000,
temperature=temperature,
run_name="prod",
restart_name="equil",
chemical_potentials=[mu_adsorbate],
**custom_args,
)
def main():
# Load TON from a CIF file, replicate the cell
# Use mbuild to create a zeolite supercell from CIF
cif_path = resource_filename(
"mc_examples",
"realistic_workflows/zeolite_adsorption/resources/structures/TON.cif")
lattice = mbuild.lattice.load_cif(cif_path)
compound_dict = {
"Si": mbuild.Compound(name="Si"),
"O": mbuild.Compound(name="O"),
}
zeolite = lattice.populate(compound_dict, 2, 2, 6)
# Create a CG methane, load and apply ff
methane = mbuild.Compound(name="_CH4")
ff_path = resource_filename(
"mc_examples",
"realistic_workflows/zeolite_adsorption/resources/ffxml/adsorbates.xml",
)
ff_ads = foyer.Forcefield(ff_path)
methane_ff = ff_ads.apply(methane)
# Define pure fluid temperatures and chemical potentials
temperatures = [298 * u.K, 309 * u.K, 350 * u.K]
mus_fluid = np.arange(-49, -30, 3) * u.Unit("kJ/mol")
# Define the pressures at which we wish to study adsorption
pressures = [
0.01,
0.1,
0.25,
0.5,
0.75,
1.0,
2.0,
3.0,
5.0,
] * u.bar
# Select the zeolite ff
zeo_ff_names = ["june", "trappe"]
# Define a few custom_args that will be
# the same for all zeolite simulations
custom_args = {
"charge_style": "none",
"vdw_cutoff": 14.0 * u.angstrom,
"prop_freq": 10,
"max_molecules": [1, 10000],
}
# Loop over different zeolite ff's
for zeo_ff_name in zeo_ff_names:
# Load and apply ff to the zeolite structure
ff_path = resource_filename(
"mc_examples",
f"realistic_workflows/zeolite_adsorption/resources/ffxml/zeo_{zeo_ff_name}.xml",
)
ff_zeo = foyer.Forcefield(ff_path)
zeolite_ff = ff_zeo.apply(zeolite)
# Create the box_list, species_list, System, and MoveSet.
# These are not dependent upon (T,P) condition
box_list = [zeolite]
species_list = [zeolite_ff, methane_ff]
mols_in_boxes = [[1, 0]]
system = mc.System(box_list, species_list, mols_in_boxes=mols_in_boxes)
moveset = mc.MoveSet("gcmc", species_list)
# Loop over each temperature to compute an isotherm
for temperature in temperatures:
# Before we begin we must determine the
# chemical potentials required to achieve
# the desired pressures
fluid_pressures = []
for mu_fluid in mus_fluid:
dirname = f"fluid_T_{temperature:0.1f}_mu_{mu_fluid:.1f}".replace(
" ", "_").replace("/", "-")
thermo = ThermoProps(dirname + "/prod.out.prp")
fluid_pressures.append(np.mean(thermo.prop("Pressure")))
fluid_pressures = u.unyt_array(fluid_pressures)
# Fit a line to mu vs. P
slope, intercept, r_value, p_value, stderr = linregress(
np.log(fluid_pressures.to_value(u.bar)).flatten(),
y=mus_fluid.to_value("kJ/mol").flatten(),
)
# Determine chemical potentials
mus = (slope * np.log(pressures.in_units(u.bar)) +
intercept) * u.Unit("kJ/mol")
# Loop over each pressure and run the MC simulation!
for (pressure, mu) in zip(pressures, mus):
print(f"\nRun simulation: T = {temperature}, P = {pressure}\n")
dirname = f"zeo_ff_{zeo_ff_name}_T_{temperature:0.1f}_P_{pressure:0.2f}".replace(
" ", "_").replace("/", "-")
if not os.path.isdir(dirname):
os.mkdir(dirname)
else:
pass
with temporary_cd(dirname):
mc.run(
system=system,
moveset=moveset,
run_type="equil",
run_length=50000,
temperature=temperature,
run_name="equil",
chemical_potentials=["none", mu],
**custom_args,
)
mc.restart(
restart_from="equil",
run_name="prod",
run_type="prod",
total_run_length=200000,
)
def run_gemc(job):
"Run gemc"
import mbuild
import foyer
import mosdef_cassandra as mc
ff = foyer.Forcefield(job.fn("ff.xml"))
# Load the compound and apply the ff
compound = mbuild.load("C(F)(F)C(F)(F)F", smiles=True)
compound_ff = ff.apply(compound)
# Create box list and species list
boxl = job.doc.liqbox_final_dim # saved in nm
liq_box = mbuild.load(job.fn("liqbox.xyz"))
liq_box.periodicity = [boxl, boxl, boxl]
boxl = job.doc.vapboxl # nm
vap_box = mbuild.Box(lengths=[boxl, boxl, boxl])
box_list = [liq_box, vap_box]
species_list = [compound_ff]
mols_in_boxes = [[job.sp.N_liq], [0]]
mols_to_add = [[0], [job.sp.N_vap]]
system = mc.System(
box_list,
species_list,
mols_in_boxes=mols_in_boxes,
mols_to_add=mols_to_add,
)
# Create a new moves object
moves = mc.Moves("gemc", species_list)
# Edit the volume and swap move probability to be more reasonable
orig_prob_volume = moves.prob_volume
orig_prob_swap = moves.prob_swap
new_prob_volume = 1.0 / (job.sp.N_liq + job.sp.N_vap)
new_prob_swap = 4.0 / 0.05 / (job.sp.N_liq + job.sp.N_vap)
moves.prob_volume = new_prob_volume
moves.prob_swap = new_prob_swap
moves.prob_translate = (moves.prob_translate + orig_prob_volume -
new_prob_volume)
moves.prob_translate = (moves.prob_translate + orig_prob_swap -
new_prob_swap)
# Define thermo output props
thermo_props = [
"energy_total",
"pressure",
"volume",
"nmols",
"mass_density",
"enthalpy",
]
# Define custom args
custom_args = {
"run_name": "equil",
"charge_style": "ewald",
"rcut_min": 1.0,
"charge_cutoff_box2": 25.0,
"vdw_cutoff_box1": 12.0,
"vdw_cutoff_box2": 25.0,
"units": "sweeps",
"steps_per_sweep": job.sp.N_liq + job.sp.N_vap,
"coord_freq": 500,
"prop_freq": 10,
"properties": thermo_props,
}
# Move into the job dir and start doing things
with job:
# Run equilibration
mc.run(system=system,
moves=moves,
run_type="equilibration",
run_length=job.sp.nsteps_eq,
temperature=job.sp.T,
**custom_args)
# Adjust custom args for production
custom_args["run_name"] = "prod"
custom_args["restart_name"] = "equil"
# Run production
mc.restart(system=system,
moves=moves,
run_type="production",
run_length=job.sp.nsteps_prod,
temperature=job.sp.T,
**custom_args)
def main():
# Create a CG methane, load and apply ff
methane = mbuild.Compound(name="_CH4")
ff_path = resource_filename(
"mc_examples",
"realistic_workflows/zeolite_adsorption/resources/ffxml/adsorbates.xml",
)
ff_ads = foyer.Forcefield(ff_path)
methane_ff = ff_ads.apply(methane)
# Define a few keyword args that will be the
# same for all fluid phase simulations
custom_args = {
"charge_style": "none",
"vdw_cutoff": 14.0 * u.angstrom,
"prop_freq": 10,
}
# Define temperatures and chemical potential values
# for the single phase GCMC simulations
temperatures = [298 * u.K, 309 * u.K, 350 * u.K]
mus = np.arange(-49, -30, 3) * u.Unit("kJ/mol")
# Loop over temperatures and mus and run simulations
for temperature in temperatures:
for mu in mus:
# For each simulation -- first estimate
# the box volume to target ~40 molecules
n_methane_target = 40
beta = 1.0 / (u.kb * temperature)
mass = 16.04 * u.amu
debroglie = np.sqrt(2 * np.pi * u.hbar**2 * beta / mass)
vol = n_methane_target * debroglie**3 * np.exp(
-beta.to("mol/kJ") * mu)
boxl = (vol**(1.0 / 3.0)).to_value("nm")
if boxl < 2.0 * custom_args["vdw_cutoff"].to_value("nm"):
boxl = 2.0 * custom_args["vdw_cutoff"].to_value("nm")
# Define the species list, box list, system, moveset
# We start with an empty box
species_list = [methane_ff]
box_list = [mbuild.Box([boxl, boxl, boxl])]
system = mc.System(box_list, species_list)
moveset = mc.MoveSet("gcmc", species_list)
# Create a new directory, temporary cd, and run
# the equilibration and production simulations!
print(f"\nRun simulation: T = {temperature}, mu = {mu}\n")
dirname = f"fluid_T_{temperature:0.1f}_mu_{mu:.1f}".replace(
" ", "_").replace("/", "-")
if not os.path.isdir(dirname):
os.mkdir(dirname)
else:
pass
with temporary_cd(dirname):
mc.run(
system=system,
moveset=moveset,
run_type="equil",
run_length=50000,
temperature=temperature,
run_name="equil",
chemical_potentials=[mu],
**custom_args,
)
mc.restart(
restart_from="equil",
run_name="prod",
run_type="prod",
total_run_length=400000,
)
def run_simulation(job):
"""Run GCMC simulations for the given statepoint"""
import mbuild
import foyer
import unyt as u
import numpy as np
import mosdef_cassandra as mc
from mosdef_slitpore.utils.cassandra_helpers import spce_water
from mosdef_slitpore.utils.utils import get_ff
temperature = job.sp.T * u.K
mu = job.sp.mu * u.kJ / u.mol
nsteps_eq = job.sp.nsteps.equil
nsteps_prod = job.sp.nsteps.prod
seed1 = job.sp.seed1
seed2 = job.sp.seed2
# Want box size to depend on chemical potential
# Prelim simulation shows mu' = -48 kJ/mol; p ~ 0.01 bar
# Employ IG law to estimate remaining box sizes; target 40 waters
mu_0 = -48 * u.kJ / u.mol
p_0 = 0.01 * u.bar
n_water_target = 40
p_ig = p_0 * np.exp((mu - mu_0) / (u.kb * temperature))
vol = n_water_target * u.kb * temperature / p_ig
boxl = (vol**(1. / 3.)).to_value("nm")
# Define custom_args that are the same
# for all pure phase simulations
custom_args = {
"cutoff_style": "cut",
"charge_style": "ewald",
"rcut_min": 0.5 * u.angstrom,
"vdw_cutoff": 9.0 * u.angstrom,
"charge_cutoff": 0.25 * boxl * u.nm,
"prop_freq": 1000,
"angle_style": ["fixed"],
"seeds": [seed1, seed2],
}
# Create a water molecule with the spce geometry
ff = foyer.Forcefield(get_ff("pore-spce.xml"))
water_typed = ff.apply(spce_water)
species_list = [water_typed]
box_list = [mbuild.Box([boxl, boxl, boxl])]
system = mc.System(
box_list,
species_list,
)
moveset = mc.MoveSet("gcmc", species_list)
moveset.prob_regrow = 0.0
moveset.prob_translate = 0.3
moveset.prob_rotate = 0.3
moveset.prob_insert = 0.2
with job:
mc.run(
system=system,
moveset=moveset,
run_type="equil",
run_length=nsteps_eq,
temperature=temperature,
run_name="equil",
chemical_potentials=[mu],
**custom_args,
)
mc.restart(
system=system,
moveset=moveset,
run_type="prod",
run_length=nsteps_prod,
temperature=temperature,
run_name="prod",
restart_name="equil",
chemical_potentials=[mu],
**custom_args,
)
def run_gemc():
# Use mbuild to create molecules
methane = mbuild.Compound(name="_CH4")
# Create two empty mbuild.Box
# (vapor = larger, liquid = smaller)
liquid_box = mbuild.Box(lengths=[3.0, 3.0, 3.0])
vapor_box = mbuild.Box(lengths=[4.0, 4.0, 4.0])
# Load forcefields
trappe = foyer.forcefields.load_TRAPPE_UA()
# Use foyer to apply forcefields
typed_methane = trappe.apply(methane)
# Create box and species list
box_list = [liquid_box, vapor_box]
species_list = [typed_methane]
mols_to_add = [[350], [100]]
system = mc.System(box_list, species_list, mols_to_add=mols_to_add)
moves = mc.Moves("gemc", species_list)
moves.prob_volume = 0.010
moves.prob_swap = 0.11
thermo_props = [
"energy_total",
"energy_intervdw",
"pressure",
"volume",
"nmols",
"mass_density",
]
custom_args = {
"run_name": "equil",
"charge_style": "none",
"rcut_min": 2.0,
"vdw_cutoff": 14.0,
"units": "sweeps",
"steps_per_sweep": 450,
"coord_freq": 50,
"prop_freq": 10,
"properties": thermo_props,
}
mc.run(
system=system,
moves=moves,
run_type="equilibration",
run_length=250,
temperature=151.0,
**custom_args,
)
# Set max translate and volume for production
moves.max_translate = [[0.5], [14.0]]
moves.max_volume = [700.0]
# Update run_name and restart_name
custom_args["run_name"] = "prod"
custom_args["restart_name"] = "equil"
mc.restart(
system=system,
moves=moves,
run_type="production",
run_length=750,
temperature=151.0,
**custom_args,
)
def run_nvt(filled_pore, temperature, nsteps_eq, nsteps_prod, **custom_args):
"""Run an NVT MC simulation at the specified temperature
Parameters
----------
filled_pore : porebuilder.GraphenePoreSolvent
pore filled with water
temperature: u.unyt_quantity (temperature)
desired temperature
nsteps_eq : int
number of MC steps for NVT equilibration
nsteps_prod : int
number of MC steps for GCMC simulation
custom_args : opt, additional keyword arguments
provide additional custom keyword arguments to MoSDeF Cassandra
and override the default values
Returns
-------
None: runs simulation
"""
# Load foyer ff
ff = foyer.Forcefield(get_ff("pore-spce.xml"))
# Extract just the pore and apply ff
empty_pore = filled_pore.children[0]
typed_pore = ff.apply(empty_pore)
# Create a water molecule with the spce geometry and apply ff
typed_water = ff.apply(spce_water)
# Determine the number of waters in the pore
nwater = len([child for child in filled_pore.children]) - 1
# Create box and species list
box_list = [filled_pore]
species_list = [typed_pore, typed_water]
# Specify mols at start of the simulation
mols_in_boxes = [[1, nwater]]
# Create MC system
system = mc.System(box_list, species_list, mols_in_boxes=mols_in_boxes)
moves = mc.MoveSet("nvt", species_list)
# Set move probabilities
moves.prob_translate = 0.5
moves.prob_rotate = 0.5
moves.prob_regrow = 0.0
# Set thermodynamic properties
thermo_props = [
"energy_total",
"energy_intervdw",
"energy_interq",
]
default_args = {
"run_name": "equil.nvt",
"cutoff_style": "cut",
"charge_style": "ewald",
"rcut_min": 0.5 * u.angstrom,
"vdw_cutoff": 9.0 * u.angstrom,
"charge_cutoff": 9.0 * u.angstrom,
"properties": thermo_props,
"angle_style": ["harmonic", "fixed"],
"coord_freq": 10000,
"prop_freq": 1000,
}
custom_args = {**default_args, **custom_args}
# Run NVT equilibration
mc.run(
system=system,
moveset=moves,
run_type="equilibration",
run_length=nsteps_eq,
temperature=temperature,
**custom_args,
)
# Run production
custom_args["run_name"] = "prod.nvt"
custom_args["restart_name"] = "equil.nvt"
mc.restart(
system=system,
moveset=moves,
run_type="production",
run_length=nsteps_prod,
temperature=temperature,
**custom_args,
)