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| 1 | +#!/usr/bin/env python3 |
| 2 | + |
| 3 | +############################################################################### |
| 4 | +# # |
| 5 | +# RMG - Reaction Mechanism Generator # |
| 6 | +# # |
| 7 | +# Copyright (c) 2002-2024 Prof. William H. Green ([email protected]), # |
| 8 | +# Prof. Richard H. West ([email protected]) and the RMG Team ([email protected]) # |
| 9 | +# # |
| 10 | +# Permission is hereby granted, free of charge, to any person obtaining a # |
| 11 | +# copy of this software and associated documentation files (the 'Software'), # |
| 12 | +# to deal in the Software without restriction, including without limitation # |
| 13 | +# the rights to use, copy, modify, merge, publish, distribute, sublicense, # |
| 14 | +# and/or sell copies of the Software, and to permit persons to whom the # |
| 15 | +# Software is furnished to do so, subject to the following conditions: # |
| 16 | +# # |
| 17 | +# The above copyright notice and this permission notice shall be included in # |
| 18 | +# all copies or substantial portions of the Software. # |
| 19 | +# # |
| 20 | +# THE SOFTWARE IS PROVIDED 'AS IS', WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # |
| 21 | +# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # |
| 22 | +# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # |
| 23 | +# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # |
| 24 | +# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING # |
| 25 | +# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER # |
| 26 | +# DEALINGS IN THE SOFTWARE. # |
| 27 | +# # |
| 28 | +############################################################################### |
| 29 | + |
| 30 | +""" |
| 31 | +This file defines functions for outputting the RMG generated mechanism to |
| 32 | +a yaml file that can be read by Cantera |
| 33 | +""" |
| 34 | + |
| 35 | + |
| 36 | +import os |
| 37 | +import yaml |
| 38 | + |
| 39 | +from rmgpy.species import Species |
| 40 | +from rmgpy.kinetics.arrhenius import ( |
| 41 | + MultiArrhenius, |
| 42 | + MultiPDepArrhenius, |
| 43 | +) |
| 44 | +from rmgpy.util import make_output_subdirectory |
| 45 | +from datetime import datetime |
| 46 | +from rmgpy.chemkin import get_species_identifier |
| 47 | + |
| 48 | + |
| 49 | +def write_cantera( |
| 50 | + spcs, |
| 51 | + rxns, |
| 52 | + surface_site_density=None, |
| 53 | + solvent=None, |
| 54 | + solvent_data=None, |
| 55 | + path="chem.yml", |
| 56 | +): |
| 57 | + """ |
| 58 | + Writes yaml file depending on the type of system (gas-phase, catalysis). |
| 59 | + Writes beginning lines of yaml file, then uses yaml.dump(result_dict) to write species/reactions info. |
| 60 | + """ |
| 61 | + |
| 62 | + # intro to file will change depending on the presence of surface species |
| 63 | + is_surface = False |
| 64 | + for spc in spcs: |
| 65 | + if spc.contains_surface_site(): |
| 66 | + is_surface = True |
| 67 | + if is_surface: |
| 68 | + result_dict = get_mech_dict_surface( |
| 69 | + spcs, rxns, solvent=solvent, solvent_data=solvent_data |
| 70 | + ) |
| 71 | + phases_block, elements_block = get_phases_elements_with_surface( |
| 72 | + spcs, surface_site_density |
| 73 | + ) |
| 74 | + else: |
| 75 | + result_dict = get_mech_dict_nonsurface( |
| 76 | + spcs, rxns, solvent=solvent, solvent_data=solvent_data |
| 77 | + ) |
| 78 | + phases_block, elements_block = get_phases_elements_gas_only(spcs) |
| 79 | + |
| 80 | + with open(path, "w") as f: |
| 81 | + # generator line |
| 82 | + f.write("generator: RMG\n") |
| 83 | + |
| 84 | + # datetime object containing current date and time |
| 85 | + now = datetime.now() |
| 86 | + dt_string = now.strftime("%a, %d %b %Y %H:%M:%S") |
| 87 | + f.write(f"date: {dt_string}\n") |
| 88 | + |
| 89 | + # units line |
| 90 | + f.write( |
| 91 | + "\nunits: {length: cm, time: s, quantity: mol, activation-energy: kcal/mol}\n\n" |
| 92 | + ) |
| 93 | + |
| 94 | + f.write(phases_block) |
| 95 | + f.write(elements_block) |
| 96 | + |
| 97 | + yaml.dump(result_dict, stream=f, sort_keys=False) |
| 98 | + |
| 99 | + |
| 100 | +def get_phases_elements_gas_only(spcs): |
| 101 | + """ |
| 102 | + Returns 'phases' and 'elements' sections for a file |
| 103 | + with only gas-phase species/reactions. |
| 104 | + """ |
| 105 | + sorted_species = sorted(spcs, key=lambda spcs: spcs.index) |
| 106 | + species_to_write = [get_species_identifier(spec) for spec in sorted_species] |
| 107 | + # make sure species with "[" or "]" is in quotes |
| 108 | + species_to_write = [ |
| 109 | + f"'{s}'" if "[" in s or "{" in s or "]" in s or "}" in s else s |
| 110 | + for s in species_to_write |
| 111 | + ] |
| 112 | + phases_block = f""" |
| 113 | +phases: |
| 114 | +- name: gas |
| 115 | + thermo: ideal-gas |
| 116 | + elements: [H, D, T, C, Ci, O, Oi, N, Ne, Ar, He, Si, S, F, Cl, Br, I] |
| 117 | + species: [{', '.join(species_to_write)}] |
| 118 | + kinetics: gas |
| 119 | + transport: mixture-averaged |
| 120 | + state: {{T: 300.0, P: 1 atm}} |
| 121 | +""" |
| 122 | + |
| 123 | + elements_block = """ |
| 124 | +elements: |
| 125 | +- symbol: Ci |
| 126 | + atomic-weight: 13.003 |
| 127 | +- symbol: D |
| 128 | + atomic-weight: 2.014 |
| 129 | +- symbol: Oi |
| 130 | + atomic-weight: 17.999 |
| 131 | +- symbol: T |
| 132 | + atomic-weight: 3.016 |
| 133 | +
|
| 134 | +""" |
| 135 | + return phases_block, elements_block |
| 136 | + |
| 137 | + |
| 138 | +def get_phases_elements_with_surface(spcs, surface_site_density): |
| 139 | + """ |
| 140 | + Yaml files with surface species begin with the following blocks of text, |
| 141 | + which includes TWO phases instead of just one. |
| 142 | + Returns 'phases' and 'elements' sections. |
| 143 | + """ |
| 144 | + surface_species = [] |
| 145 | + gas_species = [] |
| 146 | + for spc in spcs: |
| 147 | + |
| 148 | + if spc.contains_surface_site(): |
| 149 | + surface_species.append(spc) |
| 150 | + else: |
| 151 | + gas_species.append(spc) |
| 152 | + |
| 153 | + sorted_surface_species = sorted( |
| 154 | + surface_species, key=lambda surface_species: surface_species.index |
| 155 | + ) |
| 156 | + |
| 157 | + surface_species_to_write = [ |
| 158 | + get_species_identifier(s) for s in sorted_surface_species |
| 159 | + ] |
| 160 | + |
| 161 | + # make sure species with "[" or "]" is in quotes |
| 162 | + surface_species_to_write = [ |
| 163 | + f"'{s}'" if "[" in s or "{" in s or "]" in s or "}" in s else s |
| 164 | + for s in surface_species_to_write |
| 165 | + ] |
| 166 | + |
| 167 | + sorted_gas_species = sorted(gas_species, key=lambda gas_species: gas_species.index) |
| 168 | + gas_species_to_write = [get_species_identifier(s) for s in sorted_gas_species] |
| 169 | + |
| 170 | + # make sure species with "[" or "]" is in quotes |
| 171 | + gas_species_to_write = [ |
| 172 | + f"'{s}'" if "[" in s or "{" in s or "]" in s or "}" in s else s |
| 173 | + for s in gas_species_to_write |
| 174 | + ] |
| 175 | + |
| 176 | + phases_block = f""" |
| 177 | +phases: |
| 178 | +- name: gas |
| 179 | + thermo: ideal-gas |
| 180 | + elements: [H, D, T, C, Ci, O, Oi, N, Ne, Ar, He, Si, S, F, Cl, Br, I] |
| 181 | + species: [{', '.join(gas_species_to_write)}] |
| 182 | + kinetics: gas |
| 183 | + reactions: [gas_reactions] |
| 184 | + transport: mixture-averaged |
| 185 | + state: {{T: 300.0, P: 1 atm}} |
| 186 | +
|
| 187 | +- name: {surface_species[0].smiles.replace("[","").replace("]","")}_surface |
| 188 | + thermo: ideal-surface |
| 189 | + adjacent-phases: [gas] |
| 190 | + elements: [H, D, T, C, Ci, O, Oi, N, Ne, Ar, He, Si, S, F, Cl, Br, I, X] |
| 191 | + species: [{', '.join(surface_species_to_write)}] |
| 192 | + kinetics: surface |
| 193 | + reactions: [surface_reactions] |
| 194 | + site-density: {surface_site_density * 1e-4 } |
| 195 | +""" |
| 196 | + # surface_site_density * 1e-4 #in units of mol/cm^2 |
| 197 | + |
| 198 | + elements_block = """ |
| 199 | +elements: |
| 200 | +- symbol: Ci |
| 201 | + atomic-weight: 13.003 |
| 202 | +- symbol: D |
| 203 | + atomic-weight: 2.014 |
| 204 | +- symbol: Oi |
| 205 | + atomic-weight: 17.999 |
| 206 | +- symbol: T |
| 207 | + atomic-weight: 3.016 |
| 208 | +- symbol: X |
| 209 | + atomic-weight: 195.083 |
| 210 | +
|
| 211 | +""" |
| 212 | + return phases_block, elements_block |
| 213 | + |
| 214 | + |
| 215 | +def get_mech_dict_surface(spcs, rxns, solvent="solvent", solvent_data=None): |
| 216 | + """ |
| 217 | + For systems with surface species/reactions. |
| 218 | + Adds 'species', 'gas-reactions', and 'surface-reactions' to result_dict. |
| 219 | + """ |
| 220 | + gas_rxns = [] |
| 221 | + surface_rxns = [] |
| 222 | + for rxn in rxns: |
| 223 | + if rxn.is_surface_reaction(): |
| 224 | + surface_rxns.append(rxn) |
| 225 | + else: |
| 226 | + gas_rxns.append(rxn) |
| 227 | + |
| 228 | + names = [x.label for x in spcs] |
| 229 | + for i, name in enumerate(names): # fix duplicate names |
| 230 | + if names.count(name) > 1: |
| 231 | + names[i] += "-" + str(names.count(name)) |
| 232 | + |
| 233 | + result_dict = dict() |
| 234 | + result_dict["species"] = [species_to_dict(x, spcs, names=names) for x in spcs] |
| 235 | + |
| 236 | + # separate gas and surface reactions |
| 237 | + |
| 238 | + gas_reactions = [] |
| 239 | + for rmg_rxn in gas_rxns: |
| 240 | + gas_reactions.extend(reaction_to_dicts(rmg_rxn, spcs)) |
| 241 | + result_dict["gas_reactions"] = gas_reactions |
| 242 | + |
| 243 | + surface_reactions = [] |
| 244 | + for rmg_rxn in surface_rxns: |
| 245 | + surface_reactions.extend(reaction_to_dicts(rmg_rxn, spcs)) |
| 246 | + result_dict["surface_reactions"] = surface_reactions |
| 247 | + |
| 248 | + return result_dict |
| 249 | + |
| 250 | + |
| 251 | +def get_mech_dict_nonsurface(spcs, rxns, solvent="solvent", solvent_data=None): |
| 252 | + """ |
| 253 | + For gas-phase systems. |
| 254 | + Adds 'species' and 'reactions' to result_dict. |
| 255 | + """ |
| 256 | + names = [x.label for x in spcs] |
| 257 | + for i, name in enumerate(names): # fix duplicate names |
| 258 | + if names.count(name) > 1: |
| 259 | + names[i] += "-" + str(names.count(name)) |
| 260 | + |
| 261 | + result_dict = dict() |
| 262 | + result_dict["species"] = [species_to_dict(x, spcs, names=names) for x in spcs] |
| 263 | + |
| 264 | + reactions = [] |
| 265 | + for rmg_rxn in rxns: |
| 266 | + reactions.extend(reaction_to_dicts(rmg_rxn, spcs)) |
| 267 | + result_dict["reactions"] = reactions |
| 268 | + |
| 269 | + return result_dict |
| 270 | + |
| 271 | + |
| 272 | +def reaction_to_dicts(obj, spcs): |
| 273 | + """ |
| 274 | + Takes an RMG reaction object (obj), returns a list of dictionaries |
| 275 | + for YAML properties. For most reaction objects the list will be of |
| 276 | + length 1, but a MultiArrhenius or MultiPDepArrhenius will be longer. |
| 277 | + """ |
| 278 | + |
| 279 | + reaction_list = [] |
| 280 | + if isinstance(obj.kinetics, MultiArrhenius) or isinstance( |
| 281 | + obj.kinetics, MultiPDepArrhenius |
| 282 | + ): |
| 283 | + list_of_cantera_reactions = obj.to_cantera(use_chemkin_identifier=True) |
| 284 | + else: |
| 285 | + list_of_cantera_reactions = [obj.to_cantera(use_chemkin_identifier=True)] |
| 286 | + |
| 287 | + for reaction in list_of_cantera_reactions: |
| 288 | + reaction_data = reaction.input_data |
| 289 | + efficiencies = getattr(obj.kinetics, "efficiencies", {}) |
| 290 | + if efficiencies: |
| 291 | + reaction_data["efficiencies"] = { |
| 292 | + spcs[i].to_chemkin(): float(val) |
| 293 | + for i, val in enumerate( |
| 294 | + obj.kinetics.get_effective_collider_efficiencies(spcs) |
| 295 | + ) |
| 296 | + if val != 1 |
| 297 | + } |
| 298 | + reaction_list.append(reaction_data) |
| 299 | + |
| 300 | + return reaction_list |
| 301 | + |
| 302 | + |
| 303 | +def species_to_dict(obj, spc, names=None, label="solvent"): |
| 304 | + """ |
| 305 | + Takes an RMG species object (obj), returns a list of dictionaries |
| 306 | + for YAML properties. Also adds in the number of surface sites |
| 307 | + ('sites') to dictionary. |
| 308 | + """ |
| 309 | + |
| 310 | + result_dict = dict() |
| 311 | + |
| 312 | + if isinstance(obj, Species): |
| 313 | + s = obj.to_cantera(use_chemkin_identifier=True) |
| 314 | + species_data = s.input_data |
| 315 | + try: |
| 316 | + result_dict["note"] = obj.transport_data.comment |
| 317 | + except: |
| 318 | + pass |
| 319 | + if "size" in species_data: |
| 320 | + sites = species_data["size"] |
| 321 | + species_data.pop("size", None) |
| 322 | + species_data["sites"] = sites |
| 323 | + species_data.update(result_dict) |
| 324 | + return ( |
| 325 | + species_data # returns composition, name, thermo, and transport, and note |
| 326 | + ) |
| 327 | + else: |
| 328 | + raise Exception("Species object must be an RMG Species object") |
| 329 | + |
| 330 | + |
| 331 | +class CanteraWriter(object): |
| 332 | + """ |
| 333 | + This class listens to a RMG subject |
| 334 | + and writes an YAML file with the current state of the RMG model, |
| 335 | + to a yaml subfolder. |
| 336 | +
|
| 337 | +
|
| 338 | + A new instance of the class can be appended to a subject as follows: |
| 339 | +
|
| 340 | + rmg = ... |
| 341 | + listener = CanteraWriter(outputDirectory) |
| 342 | + rmg.attach(listener) |
| 343 | +
|
| 344 | + Whenever the subject calls the .notify() method, the |
| 345 | + .update() method of the listener will be called. |
| 346 | +
|
| 347 | + To stop listening to the subject, the class can be detached |
| 348 | + from its subject: |
| 349 | +
|
| 350 | + rmg.detach(listener) |
| 351 | +
|
| 352 | + """ |
| 353 | + |
| 354 | + def __init__(self, output_directory=""): |
| 355 | + super(CanteraWriter, self).__init__() |
| 356 | + self.output_directory = output_directory |
| 357 | + make_output_subdirectory(output_directory, "cantera") |
| 358 | + |
| 359 | + def update(self, rmg): |
| 360 | + |
| 361 | + solvent_data = None |
| 362 | + if rmg.solvent: |
| 363 | + solvent_data = rmg.database.solvation.get_solvent_data(rmg.solvent) |
| 364 | + |
| 365 | + surface_site_density = None |
| 366 | + if rmg.reaction_model.surface_site_density: |
| 367 | + surface_site_density = rmg.reaction_model.surface_site_density.value_si |
| 368 | + |
| 369 | + write_cantera( |
| 370 | + rmg.reaction_model.core.species, |
| 371 | + rmg.reaction_model.core.reactions, |
| 372 | + surface_site_density=surface_site_density, |
| 373 | + solvent=rmg.solvent, |
| 374 | + solvent_data=solvent_data, |
| 375 | + path=os.path.join(self.output_directory, "cantera", "chem{}.yaml").format( |
| 376 | + len(rmg.reaction_model.core.species) |
| 377 | + ), |
| 378 | + ) |
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