Source code for psi4.driver.wrapper_database

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"""Module with functions that call the four main :py:mod:`driver`
functions: :py:mod:`driver.energy`, :py:mod:`driver.optimize`,
:py:mod:`driver.response`, and :py:mod:`driver.frequency`.

"""
from __future__ import absolute_import
import re
import os
import math
import warnings
import pickle
import copy
import collections
from psi4.driver import constants
from psi4.driver.driver import *
# never import aliases into this file


#########################
##  Start of Database  ##
#########################

DB_RGT = {}
DB_RXN = {}


[docs]def database(name, db_name, **kwargs): r"""Function to access the molecule objects and reference energies of popular chemical databases. :aliases: db() :returns: (*float*) Mean absolute deviation of the database in kcal/mol :PSI variables: .. hlist:: :columns: 1 * :psivar:`db_name DATABASE MEAN SIGNED DEVIATION <db_nameDATABASEMEANSIGNEDDEVIATION>` * :psivar:`db_name DATABASE MEAN ABSOLUTE DEVIATION <db_nameDATABASEMEANABSOLUTEDEVIATION>` * :psivar:`db_name DATABASE ROOT-MEAN-SQUARE DEVIATION <db_nameDATABASEROOT-MEAN-SQUARESIGNEDDEVIATION>` * Python dictionaries of results accessible as ``DB_RGT`` and ``DB_RXN``. .. note:: It is very easy to make a database from a collection of xyz files using the script :source:`share/scripts/ixyz2database.py`. See :ref:`sec:createDatabase` for details. .. caution:: Some features are not yet implemented. Buy a developer some coffee. - In sow/reap mode, use only global options (e.g., the local option set by ``set scf scf_type df`` will not be respected). .. note:: To access a database that is not embedded in a |PSIfour| distribution, add the path to the directory containing the database to the environment variable :envvar:`PYTHONPATH`. :type name: string :param name: ``'scf'`` || ``'sapt0'`` || ``'ccsd(t)'`` || etc. First argument, usually unlabeled. Indicates the computational method to be applied to the database. May be any valid argument to :py:func:`~driver.energy`. :type db_name: string :param db_name: ``'BASIC'`` || ``'S22'`` || ``'HTBH'`` || etc. Second argument, usually unlabeled. Indicates the requested database name, matching (case insensitive) the name of a python file in ``psi4/share/databases`` or :envvar:`PYTHONPATH`. Consult that directory for available databases and literature citations. :type func: :ref:`function <op_py_function>` :param func: |dl| ``energy`` |dr| || ``optimize`` || ``cbs`` Indicates the type of calculation to be performed on each database member. The default performs a single-point ``energy('name')``, while ``optimize`` perfoms a geometry optimization on each reagent, and ``cbs`` performs a compound single-point energy. If a nested series of python functions is intended (see :ref:`sec:intercalls`), use keyword ``db_func`` instead of ``func``. :type mode: string :param mode: |dl| ``'continuous'`` |dr| || ``'sow'`` || ``'reap'`` Indicates whether the calculations required to complete the database are to be run in one file (``'continuous'``) or are to be farmed out in an embarrassingly parallel fashion (``'sow'``/``'reap'``). For the latter, run an initial job with ``'sow'`` and follow instructions in its output file. :type cp: :ref:`boolean <op_py_boolean>` :param cp: ``'on'`` || |dl| ``'off'`` |dr| Indicates whether counterpoise correction is employed in computing interaction energies. Use this option and NOT the :py:func:`~wrappers.cp` function for BSSE correction in database(). Option available (See :ref:`sec:availableDatabases`) only for databases of bimolecular complexes. :type rlxd: :ref:`boolean <op_py_boolean>` :param rlxd: ``'on'`` || |dl| ``'off'`` |dr| Indicates whether correction for deformation energy is employed in computing interaction energies. Option available (See :ref:`sec:availableDatabases`) only for databases of bimolecular complexes with non-frozen monomers, e.g., HBC6. :type symm: :ref:`boolean <op_py_boolean>` :param symm: |dl| ``'on'`` |dr| || ``'off'`` Indicates whether the native symmetry of the database reagents is employed (``'on'``) or whether it is forced to :math:`C_1` symmetry (``'off'``). Some computational methods (e.g., SAPT) require no symmetry, and this will be set by database(). :type zpe: :ref:`boolean <op_py_boolean>` :param zpe: ``'on'`` || |dl| ``'off'`` |dr| Indicates whether zero-point-energy corrections are appended to single-point energy values. Option valid only for certain thermochemical databases. Disabled until Hessians ready. :type benchmark: string :param benchmark: |dl| ``'default'`` |dr| || ``'S22A'`` || etc. Indicates whether a non-default set of reference energies, if available (See :ref:`sec:availableDatabases`), are employed for the calculation of error statistics. :type tabulate: array of strings :param tabulate: |dl| ``[]`` |dr| || ``['scf total energy', 'natom']`` || etc. Indicates whether to form tables of variables other than the primary requested energy. Available for any PSI variable. :type subset: string or array of strings :param subset: Indicates a subset of the full database to run. This is a very flexible option and can be used in three distinct ways, outlined below. Note that two take a string and the last takes an array. See `Available Databases`_ for available values. * ``'small'`` || ``'large'`` || ``'equilibrium'`` Calls predefined subsets of the requested database, either ``'small'``, a few of the smallest database members, ``'large'``, the largest of the database members, or ``'equilibrium'``, the equilibrium geometries for a database composed of dissociation curves. * ``'BzBz_S'`` || ``'FaOOFaON'`` || ``'ArNe'`` || ``'HB'`` || etc. For databases composed of dissociation curves, or otherwise divided into subsets, individual curves and subsets can be called by name. Consult the database python files for available molecular systems (case insensitive). * ``[1,2,5]`` || ``['1','2','5']`` || ``['BzMe-3.5', 'MeMe-5.0']`` || etc. Specify a list of database members to run. Consult the database python files for available molecular systems. This is the only portion of database input that is case sensitive; choices for this keyword must match the database python file. :examples: >>> # [1] Two-stage SCF calculation on short, equilibrium, and long helium dimer >>> db('scf','RGC10',cast_up='sto-3g',subset=['HeHe-0.85','HeHe-1.0','HeHe-1.5'], tabulate=['scf total energy','natom']) >>> # [2] Counterpoise-corrected interaction energies for three complexes in S22 >>> # Error statistics computed wrt an old benchmark, S22A >>> database('mp2','S22',cp=1,subset=[16,17,8],benchmark='S22A') >>> # [3] SAPT0 on the neon dimer dissociation curve >>> db('sapt0',subset='NeNe',cp=0,symm=0,db_name='RGC10') >>> # [4] Optimize system 1 in database S22, producing tables of scf and mp2 energy >>> db('mp2','S22',db_func=optimize,subset=[1], tabulate=['mp2 total energy','current energy']) >>> # [5] CCSD on the smallest systems of HTBH, a hydrogen-transfer database >>> database('ccsd','HTBH',subset='small', tabulate=['ccsd total energy', 'mp2 total energy']) """ lowername = name #TODO kwargs = p4util.kwargs_lower(kwargs) # Wrap any positional arguments into kwargs (for intercalls among wrappers) if not('name' in kwargs) and name: kwargs['name'] = name #.lower() if not('db_name' in kwargs) and db_name: kwargs['db_name'] = db_name # Establish function to call func = kwargs.pop('db_func', kwargs.pop('func', energy)) kwargs['db_func'] = func # Bounce to CP if bsse kwarg (someday) if kwargs.get('bsse_type', None) is not None: raise ValidationError("""Database: Cannot specify bsse_type for database. Use the cp keyword withing database instead.""") optstash = p4util.OptionsState( ['WRITER_FILE_LABEL'], ['SCF', 'REFERENCE']) # Wrapper wholly defines molecule. discard any passed-in kwargs.pop('molecule', None) # Paths to search for database files: here + PSIPATH + library + PYTHONPATH psidatadir = os.environ.get('PSIDATADIR', None) #nolongerpredictable psidatadir = __file__ + '/../..' if psidatadir is None else psidatadir libraryPath = ':' + os.path.abspath(psidatadir) + '/databases' driver_loc = os.path.dirname(os.path.abspath(__file__)) dbPath = os.path.abspath('.') + \ ':' + ':'.join([os.path.abspath(x) for x in os.environ.get('PSIPATH', '').split(':')]) + \ libraryPath + \ ':' + driver_loc # so the databases can "import qcdb" sys.path = [sys.path[0]] + dbPath.split(':') + sys.path[1:] # TODO this should be modernized a la interface_cfour # Define path and load module for requested database database = p4util.import_ignorecase(db_name) if database is None: core.print_out('\nPython module for database %s failed to load\n\n' % (db_name)) core.print_out('\nSearch path that was tried:\n') core.print_out(", ".join(map(str, sys.path))) raise ValidationError("Python module loading problem for database " + str(db_name)) else: dbse = database.dbse HRXN = database.HRXN ACTV = database.ACTV RXNM = database.RXNM BIND = database.BIND TAGL = database.TAGL GEOS = database.GEOS try: DATA = database.DATA except AttributeError: DATA = {} user_writer_file_label = core.get_global_option('WRITER_FILE_LABEL') user_reference = core.get_global_option('REFERENCE') # Configuration based upon e_name & db_name options # Force non-supramolecular if needed if not hasattr(lowername, '__call__') and re.match(r'^.*sapt', lowername): try: database.ACTV_SA except AttributeError: raise ValidationError('Database %s not suitable for non-supramolecular calculation.' % (db_name)) else: ACTV = database.ACTV_SA # Force open-shell if needed openshell_override = 0 if user_reference in ['RHF', 'RKS']: try: database.isOS except AttributeError: pass else: if yes.match(str(database.isOS)): openshell_override = 1 core.print_out('\nSome reagents in database %s require an open-shell reference; will be reset to UHF/UKS as needed.\n' % (db_name)) # Configuration based upon database keyword options # Option symmetry- whether symmetry treated normally or turned off (currently req'd for dfmp2 & dft) db_symm = kwargs.get('symm', True) symmetry_override = 0 if db_symm is False: symmetry_override = 1 elif db_symm is True: pass else: raise ValidationError("""Symmetry mode '%s' not valid.""" % (db_symm)) # Option mode of operation- whether db run in one job or files farmed out db_mode = kwargs.pop('db_mode', kwargs.pop('mode', 'continuous')).lower() kwargs['db_mode'] = db_mode if db_mode == 'continuous': pass elif db_mode == 'sow': pass elif db_mode == 'reap': db_linkage = kwargs.get('linkage', None) if db_linkage is None: raise ValidationError("""Database execution mode 'reap' requires a linkage option.""") else: raise ValidationError("""Database execution mode '%s' not valid.""" % (db_mode)) # Option counterpoise- whether for interaction energy databases run in bsse-corrected or not db_cp = kwargs.get('cp', False) if db_cp is True: try: database.ACTV_CP except AttributeError: raise ValidationError("""Counterpoise correction mode 'yes' invalid for database %s.""" % (db_name)) else: ACTV = database.ACTV_CP elif db_cp is False: pass else: raise ValidationError("""Counterpoise correction mode '%s' not valid.""" % (db_cp)) # Option relaxed- whether for non-frozen-monomer interaction energy databases include deformation correction or not? db_rlxd = kwargs.get('rlxd', False) if db_rlxd is True: if db_cp is True: try: database.ACTV_CPRLX database.RXNM_CPRLX except AttributeError: raise ValidationError('Deformation and counterpoise correction mode \'yes\' invalid for database %s.' % (db_name)) else: ACTV = database.ACTV_CPRLX RXNM = database.RXNM_CPRLX elif db_cp is False: try: database.ACTV_RLX except AttributeError: raise ValidationError('Deformation correction mode \'yes\' invalid for database %s.' % (db_name)) else: ACTV = database.ACTV_RLX elif db_rlxd is False: #elif no.match(str(db_rlxd)): pass else: raise ValidationError('Deformation correction mode \'%s\' not valid.' % (db_rlxd)) # Option zero-point-correction- whether for thermochem databases jobs are corrected by zpe db_zpe = kwargs.get('zpe', False) if db_zpe is True: raise ValidationError('Zero-point-correction mode \'yes\' not yet implemented.') elif db_zpe is False: pass else: raise ValidationError('Zero-point-correction \'mode\' %s not valid.' % (db_zpe)) # Option benchmark- whether error statistics computed wrt alternate reference energies db_benchmark = 'default' if 'benchmark' in kwargs: db_benchmark = kwargs['benchmark'] if db_benchmark.lower() == 'default': pass else: BIND = p4util.getattr_ignorecase(database, 'BIND_' + db_benchmark) if BIND is None: raise ValidationError('Special benchmark \'%s\' not available for database %s.' % (db_benchmark, db_name)) # Option tabulate- whether tables of variables other than primary energy method are formed # TODO db(func=cbs,tabulate=[non-current-energy]) # broken db_tabulate = [] if 'tabulate' in kwargs: db_tabulate = kwargs['tabulate'] # Option subset- whether all of the database or just a portion is run db_subset = HRXN if 'subset' in kwargs: db_subset = kwargs['subset'] if isinstance(db_subset, basestring): if db_subset.lower() == 'small': try: database.HRXN_SM except AttributeError: raise ValidationError("""Special subset 'small' not available for database %s.""" % (db_name)) else: HRXN = database.HRXN_SM elif db_subset.lower() == 'large': try: database.HRXN_LG except AttributeError: raise ValidationError("""Special subset 'large' not available for database %s.""" % (db_name)) else: HRXN = database.HRXN_LG elif db_subset.lower() == 'equilibrium': try: database.HRXN_EQ except AttributeError: raise ValidationError("""Special subset 'equilibrium' not available for database %s.""" % (db_name)) else: HRXN = database.HRXN_EQ else: HRXN = p4util.getattr_ignorecase(database, db_subset) if HRXN is None: HRXN = p4util.getattr_ignorecase(database, 'HRXN_' + db_subset) if HRXN is None: raise ValidationError("""Special subset '%s' not available for database %s.""" % (db_subset, db_name)) else: temp = [] for rxn in db_subset: if rxn in HRXN: temp.append(rxn) else: raise ValidationError("""Subset element '%s' not a member of database %s.""" % (str(rxn), db_name)) HRXN = temp temp = [] for rxn in HRXN: temp.append(ACTV['%s-%s' % (dbse, rxn)]) HSYS = p4util.drop_duplicates(sum(temp, [])) # Sow all the necessary reagent computations core.print_out("\n\n") p4util.banner(("Database %s Computation" % (db_name))) core.print_out("\n") # write index of calcs to output file if db_mode == 'continuous': instructions = """\n The database single-job procedure has been selected through mode='continuous'.\n""" instructions += """ Calculations for the reagents will proceed in the order below and will be followed\n""" instructions += """ by summary results for the database.\n\n""" for rgt in HSYS: instructions += """ %-s\n""" % (rgt) instructions += """\n Alternatively, a farming-out of the database calculations may be accessed through\n""" instructions += """ the database wrapper option mode='sow'/'reap'.\n\n""" core.print_out(instructions) # write sow/reap instructions and index of calcs to output file and reap input file if db_mode == 'sow': instructions = """\n The database sow/reap procedure has been selected through mode='sow'. In addition\n""" instructions += """ to this output file (which contains no quantum chemical calculations), this job\n""" instructions += """ has produced a number of input files (%s-*.in) for individual database members\n""" % (dbse) instructions += """ and a single input file (%s-master.in) with a database(mode='reap') command.\n""" % (dbse) instructions += """ The former may look very peculiar since processed and pickled python rather than\n""" instructions += """ raw input is written. Follow the instructions below to continue.\n\n""" instructions += """ (1) Run all of the %s-*.in input files on any variety of computer architecture.\n""" % (dbse) instructions += """ The output file names must be as given below.\n\n""" for rgt in HSYS: instructions += """ psi4 -i %-27s -o %-27s\n""" % (rgt + '.in', rgt + '.out') instructions += """\n (2) Gather all the resulting output files in a directory. Place input file\n""" instructions += """ %s-master.in into that directory and run it. The job will be trivial in\n""" % (dbse) instructions += """ length and give summary results for the database in its output file.\n\n""" instructions += """ psi4 -i %-27s -o %-27s\n\n""" % (dbse + '-master.in', dbse + '-master.out') instructions += """ Alternatively, a single-job execution of the database may be accessed through\n""" instructions += """ the database wrapper option mode='continuous'.\n\n""" core.print_out(instructions) with open('%s-master.in' % (dbse), 'w') as fmaster: fmaster.write('# This is a psi4 input file auto-generated from the database() wrapper.\n\n') fmaster.write("database('%s', '%s', mode='reap', cp='%s', rlxd='%s', zpe='%s', benchmark='%s', linkage=%d, subset=%s, tabulate=%s)\n\n" % (name, db_name, db_cp, db_rlxd, db_zpe, db_benchmark, os.getpid(), HRXN, db_tabulate)) # Loop through chemical systems ERGT = {} ERXN = {} VRGT = {} VRXN = {} for rgt in HSYS: VRGT[rgt] = {} # build string of title banner banners = '' banners += """core.print_out('\\n')\n""" banners += """p4util.banner(' Database %s Computation: Reagent %s \\n %s')\n""" % (db_name, rgt, TAGL[rgt]) banners += """core.print_out('\\n')\n\n""" # build string of lines that defines contribution of rgt to each rxn actives = '' actives += """core.print_out(' Database Contributions Map:\\n %s\\n')\n""" % ('-' * 75) for rxn in HRXN: db_rxn = dbse + '-' + str(rxn) if rgt in ACTV[db_rxn]: actives += """core.print_out(' reagent %s contributes by %.4f to reaction %s\\n')\n""" \ % (rgt, RXNM[db_rxn][rgt], db_rxn) actives += """core.print_out('\\n')\n\n""" # build string of commands for options from the input file TODO: handle local options too commands = '' commands += """\ncore.set_memory_bytes(%s)\n\n""" % (core.get_memory()) for chgdopt in core.get_global_option_list(): if core.has_global_option_changed(chgdopt): chgdoptval = core.get_global_option(chgdopt) #chgdoptval = core.get_option(chgdopt) if isinstance(chgdoptval, basestring): commands += """core.set_global_option('%s', '%s')\n""" % (chgdopt, chgdoptval) elif isinstance(chgdoptval, int) or isinstance(chgdoptval, float): commands += """core.set_global_option('%s', %s)\n""" % (chgdopt, chgdoptval) else: pass #raise ValidationError('Option \'%s\' is not of a type (string, int, float, bool) that can be processed by database wrapper.' % (chgdopt)) # build string of molecule and commands that are dependent on the database commands += '\n' if symmetry_override: commands += """molecule.reset_point_group('c1')\n""" commands += """molecule.fix_orientation(True)\n""" commands += """molecule.fix_com(True)\n""" commands += """molecule.update_geometry()\n""" if (openshell_override) and (molecule.multiplicity() != 1): if user_reference == 'RHF': commands += """core.set_global_option('REFERENCE', 'UHF')\n""" elif user_reference == 'RKS': commands += """core.set_global_option('REFERENCE', 'UKS')\n""" commands += """core.set_global_option('WRITER_FILE_LABEL', '%s')\n""" % \ (user_writer_file_label + ('' if user_writer_file_label == '' else '-') + rgt) # all modes need to step through the reagents but all for different purposes # continuous: defines necessary commands, executes energy(method) call, and collects results into dictionary # sow: opens individual reagent input file, writes the necessary commands, and writes energy(method) call # reap: opens individual reagent output file, collects results into a dictionary if db_mode == 'continuous': exec(banners) molecule = core.Molecule.create_molecule_from_string(GEOS[rgt].create_psi4_string_from_molecule()) molecule.set_name(rgt) molecule.update_geometry() exec(commands) #print 'MOLECULE LIVES %23s %8s %4d %4d %4s' % (rgt, core.get_global_option('REFERENCE'), # molecule.molecular_charge(), molecule.multiplicity(), molecule.schoenflies_symbol()) ERGT[rgt] = func(molecule=molecule, **kwargs) core.print_variables() exec(actives) for envv in db_tabulate: VRGT[rgt][envv.upper()] = core.get_variable(envv) core.set_global_option("REFERENCE", user_reference) core.clean() #core.opt_clean() core.clean_variables() elif db_mode == 'sow': with open('%s.in' % (rgt), 'w') as freagent: freagent.write('# This is a psi4 input file auto-generated from the database() wrapper.\n\n') freagent.write(banners) freagent.write(p4util.format_molecule_for_input(GEOS[rgt], 'dbmol')) freagent.write(commands) freagent.write('''\npickle_kw = ("""''') pickle.dump(kwargs, freagent) freagent.write('''""")\n''') freagent.write("""\nkwargs = pickle.loads(pickle_kw)\n""") freagent.write("""electronic_energy = %s(**kwargs)\n\n""" % (func.__name__)) freagent.write("""core.print_variables()\n""") freagent.write("""core.print_out('\\nDATABASE RESULT: computation %d for reagent %s """ % (os.getpid(), rgt)) freagent.write("""yields electronic energy %20.12f\\n' % (electronic_energy))\n\n""") freagent.write("""core.set_variable('NATOM', dbmol.natom())\n""") for envv in db_tabulate: freagent.write("""core.print_out('DATABASE RESULT: computation %d for reagent %s """ % (os.getpid(), rgt)) freagent.write("""yields variable value %20.12f for variable %s\\n' % (core.get_variable(""") freagent.write("""'%s'), '%s'))\n""" % (envv.upper(), envv.upper())) elif db_mode == 'reap': ERGT[rgt] = 0.0 for envv in db_tabulate: VRGT[rgt][envv.upper()] = 0.0 exec(banners) exec(actives) try: freagent = open('%s.out' % (rgt), 'r') except IOError: core.print_out('Warning: Output file \'%s.out\' not found.\n' % (rgt)) core.print_out(' Database summary will have 0.0 and **** in its place.\n') else: while 1: line = freagent.readline() if not line: if ERGT[rgt] == 0.0: core.print_out('Warning: Output file \'%s.out\' has no DATABASE RESULT line.\n' % (rgt)) core.print_out(' Database summary will have 0.0 and **** in its place.\n') break s = line.split() if (len(s) != 0) and (s[0:3] == ['DATABASE', 'RESULT:', 'computation']): if int(s[3]) != db_linkage: raise ValidationError('Output file \'%s.out\' has linkage %s incompatible with master.in linkage %s.' % (rgt, str(s[3]), str(db_linkage))) if s[6] != rgt: raise ValidationError('Output file \'%s.out\' has nominal affiliation %s incompatible with reagent %s.' % (rgt, s[6], rgt)) if (s[8:10] == ['electronic', 'energy']): ERGT[rgt] = float(s[10]) core.print_out('DATABASE RESULT: electronic energy = %20.12f\n' % (ERGT[rgt])) elif (s[8:10] == ['variable', 'value']): for envv in db_tabulate: envv = envv.upper() if (s[13:] == envv.split()): VRGT[rgt][envv] = float(s[10]) core.print_out('DATABASE RESULT: variable %s value = %20.12f\n' % (envv, VRGT[rgt][envv])) freagent.close() # end sow after writing files if db_mode == 'sow': return 0.0 # Reap all the necessary reaction computations core.print_out("\n") p4util.banner(("Database %s Results" % (db_name))) core.print_out("\n") maxactv = [] for rxn in HRXN: maxactv.append(len(ACTV[dbse + '-' + str(rxn)])) maxrgt = max(maxactv) table_delimit = '-' * (62 + 20 * maxrgt) tables = '' # find any reactions that are incomplete FAIL = collections.defaultdict(int) for rxn in HRXN: db_rxn = dbse + '-' + str(rxn) for i in range(len(ACTV[db_rxn])): if abs(ERGT[ACTV[db_rxn][i]]) < 1.0e-12: FAIL[rxn] = 1 # tabulate requested process::environment variables tables += """ For each VARIABLE requested by tabulate, a 'Reaction Value' will be formed from\n""" tables += """ 'Reagent' values according to weightings 'Wt', as for the REQUESTED ENERGY below.\n""" tables += """ Depending on the nature of the variable, this may or may not make any physical sense.\n""" for rxn in HRXN: db_rxn = dbse + '-' + str(rxn) VRXN[db_rxn] = {} for envv in db_tabulate: envv = envv.upper() tables += """\n ==> %s <==\n\n""" % (envv.title()) tables += _tblhead(maxrgt, table_delimit, 2) for rxn in HRXN: db_rxn = dbse + '-' + str(rxn) if FAIL[rxn]: tables += """\n%23s %8s %8s %8s %8s""" % (db_rxn, '', '****', '', '') for i in range(len(ACTV[db_rxn])): tables += """ %16.8f %2.0f""" % (VRGT[ACTV[db_rxn][i]][envv], RXNM[db_rxn][ACTV[db_rxn][i]]) else: VRXN[db_rxn][envv] = 0.0 for i in range(len(ACTV[db_rxn])): VRXN[db_rxn][envv] += VRGT[ACTV[db_rxn][i]][envv] * RXNM[db_rxn][ACTV[db_rxn][i]] tables += """\n%23s %16.8f """ % (db_rxn, VRXN[db_rxn][envv]) for i in range(len(ACTV[db_rxn])): tables += """ %16.8f %2.0f""" % (VRGT[ACTV[db_rxn][i]][envv], RXNM[db_rxn][ACTV[db_rxn][i]]) tables += """\n %s\n""" % (table_delimit) # tabulate primary requested energy variable with statistics count_rxn = 0 minDerror = 100000.0 maxDerror = 0.0 MSDerror = 0.0 MADerror = 0.0 RMSDerror = 0.0 tables += """\n ==> %s <==\n\n""" % ('Requested Energy') tables += _tblhead(maxrgt, table_delimit, 1) for rxn in HRXN: db_rxn = dbse + '-' + str(rxn) if FAIL[rxn]: tables += """\n%23s %8.4f %8s %10s %10s""" % (db_rxn, BIND[db_rxn], '****', '****', '****') for i in range(len(ACTV[db_rxn])): tables += """ %16.8f %2.0f""" % (ERGT[ACTV[db_rxn][i]], RXNM[db_rxn][ACTV[db_rxn][i]]) else: ERXN[db_rxn] = 0.0 for i in range(len(ACTV[db_rxn])): ERXN[db_rxn] += ERGT[ACTV[db_rxn][i]] * RXNM[db_rxn][ACTV[db_rxn][i]] error = constants.hartree2kcalmol * ERXN[db_rxn] - BIND[db_rxn] tables += """\n%23s %8.4f %8.4f %10.4f %10.4f""" % (db_rxn, BIND[db_rxn], constants.hartree2kcalmol * ERXN[db_rxn], error, error * constants.cal2J) for i in range(len(ACTV[db_rxn])): tables += """ %16.8f %2.0f""" % (ERGT[ACTV[db_rxn][i]], RXNM[db_rxn][ACTV[db_rxn][i]]) if abs(error) < abs(minDerror): minDerror = error if abs(error) > abs(maxDerror): maxDerror = error MSDerror += error MADerror += abs(error) RMSDerror += error * error count_rxn += 1 tables += """\n %s\n""" % (table_delimit) if count_rxn: MSDerror /= float(count_rxn) MADerror /= float(count_rxn) RMSDerror = math.sqrt(RMSDerror / float(count_rxn)) tables += """%23s %19s %10.4f %10.4f\n""" % ('Minimal Dev', '', minDerror, minDerror * constants.cal2J) tables += """%23s %19s %10.4f %10.4f\n""" % ('Maximal Dev', '', maxDerror, maxDerror * constants.cal2J) tables += """%23s %19s %10.4f %10.4f\n""" % ('Mean Signed Dev', '', MSDerror, MSDerror * constants.cal2J) tables += """%23s %19s %10.4f %10.4f\n""" % ('Mean Absolute Dev', '', MADerror, MADerror * constants.cal2J) tables += """%23s %19s %10.4f %10.4f\n""" % ('RMS Dev', '', RMSDerror, RMSDerror * constants.cal2J) tables += """ %s\n""" % (table_delimit) core.set_variable('%s DATABASE MEAN SIGNED DEVIATION' % (db_name), MSDerror) core.set_variable('%s DATABASE MEAN ABSOLUTE DEVIATION' % (db_name), MADerror) core.set_variable('%s DATABASE ROOT-MEAN-SQUARE DEVIATION' % (db_name), RMSDerror) core.print_out(tables) finalenergy = MADerror else: finalenergy = 0.0 optstash.restore() DB_RGT.clear() DB_RGT.update(VRGT) DB_RXN.clear() DB_RXN.update(VRXN) return finalenergy
def _tblhead(tbl_maxrgt, tbl_delimit, ttype): r"""Function that prints the header for the changable-width results tables in db(). *tbl_maxrgt* is the number of reagent columns the table must plan for. *tbl_delimit* is a string of dashes of the correct length to set off the table. *ttype* is 1 for tables comparing the computed values to the reference or 2 for simple tabulation and sum of the computed values. """ tbl_str = '' tbl_str += """ %s""" % (tbl_delimit) if ttype == 1: tbl_str += """\n%23s %19s %21s""" % ('Reaction', 'Reaction Energy', 'Reaction Error') elif ttype == 2: tbl_str += """\n%23s %19s %17s""" % ('Reaction', 'Reaction Value', '') for i in range(tbl_maxrgt): tbl_str += """%20s""" % ('Reagent ' + str(i + 1)) if ttype == 1: tbl_str += """\n%23s %8s %8s %10s %10s""" % ('', 'Ref', 'Calc', '[kcal/mol]', '[kJ/mol]') elif ttype == 2: tbl_str += """\n%65s""" % ('') for i in range(tbl_maxrgt): if ttype == 1: tbl_str += """%20s""" % ('[Eh] Wt') elif ttype == 2: tbl_str += """%20s""" % ('Value Wt') tbl_str += """\n %s""" % (tbl_delimit) return tbl_str ## Aliases ## db = database ####################### ## End of Database ## ####################### # Quickly normalize the types for both python 2 and 3 try: unicode = unicode except NameError: # 'unicode' is undefined, must be Python 3 str = str unicode = str bytes = bytes basestring = (str, bytes) else: # 'unicode' exists, must be Python 2 str = str unicode = unicode bytes = str basestring = basestring