Example #1
0
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
Example #2
0
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
Example #3
0
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