def run(args):
#single GA job
logging.basicConfig(level=logging.DEBUG)
template = job.JobTemplate(runGASimple)
#All these values are required
defaults = {}
#Cast params to proper datatype
for e in args:
split = e.split('=')
if split[0] == "number_of_runs" or split[0]=="tournsize" or split[0]=="popSize" or split[0]=="ngen":
defaults[str(split[0])] = int(split[1])
elif split[0] == "paramName":
defaults[str(split[0])] = split[1]
else:
defaults[str(split[0])] = float(split[1])
print(defaults)
template.setDefaults(indpb=defaults.get('indpb'),
tournsize=defaults.get('tournsize'),
popSize=defaults.get('popSize'),
cxpb=defaults.get('cxpb'),
mutpb=defaults.get('mutpb'),
ngen=defaults.get('ngen'),
number_of_runs=defaults.get('number_of_runs'),
verbose=False)
if(arguments["--addRange"]):
jobCreator = job.JobCreator()
jobCreator.addRange(defaults.get('paramName'), start=defaults.get("start"), end=defaults.get("end"), stepSize=defaults.get("stepSize"))
elif(arguments["--addSpecific"]):
defaults.__delitem__('indpb')
defaults.__delitem__('tournsize')
defaults.__delitem__('popSize')
defaults.__delitem__('cxpb')
defaults.__delitem__('mutpb')
defaults.__delitem__('ngen')
defaults.__delitem__('number_of_runs')
jobCreator = job.JobCreator()
jobCreator.addSpecific(defaults.get('paramName'),defaults)
ajob = job.Job(template)
#TODO: batchJob = job.BatchJob(jobs, 5)
jobResult = ajob.run()
if(arguments["--saveLogbook"]):
print("Saving to logbook")
util.saveLogbook(arguments.get("--logbookFilename"), results.LogBookTools.createLogbookFrom(jobResult))
if(arguments["--saveCSV"]):
print("Saving to CSV")
util.saveCSV(arguments.get("--csvFilename"), jobResult.logbook)
if(arguments["--saveToDB"]):
print("Saving to DB")
def update(jr):
print 'Writing to database...'
dbh = jobResult.DatabaseResults(arguments.get("--dbUser"), arguments.get("--dbPass"), arguments.get("--dbHost"),arguments.get("--dbName"),arguments.get("--dbTable"))
dbh.persistRun(jobResult, callback=update)
pass
def demo3(
indpb, tournsize, popsize, cxpb, mutpb, ngen, number_of_runs, verbose, logbook_lgb_filename, logbook_csv_filename
):
# SAVE RESULT TO PICKLE
logging.basicConfig(level=logging.DEBUG)
template = job.JobTemplate(runGASimple)
# template.setDefaults(indpb=0.8, tournsize=20, popSize=20, cxpb=0.5, mutpb=0.5, ngen=20, number_of_runs=2, verbose=False)
template.setDefaults(
indpb=indpb,
tournsize=tournsize,
popSize=popsize,
cxpb=cxpb,
mutpb=mutpb,
ngen=ngen,
number_of_runs=number_of_runs,
verbose=verbose,
)
ajob = job.Job(template)
jobResult = ajob.run()
print jobResult.logbook
util.saveLogbook(logbook_lgb_filename, results.LogBookTools.createLogbookFrom(jobResult))
util.saveCSV(logbook_csv_filename, jobResult.logbook)
pass
def demo3():
# SAVE RESULT TO PICKLE
logging.basicConfig(level=logging.DEBUG)
template = job.JobTemplate(runGASimple)
template.setDefaults(
indpb=0.8, tournsize=20, popSize=20, cxpb=0.5, mutpb=0.5, ngen=20, number_of_runs=2, verbose=False
)
ajob = job.Job(template)
jobResult = ajob.run()
print jobResult.logbook
util.saveLogbook("demoLogbook.lgb", results.LogBookTools.createLogbookFrom(jobResult))
util.saveCSV("demoLogbook.csv", jobResult.logbook)
pass