def __call__(self, wf_name):
dax2 = '..\\..\\resources\\' + wf_name + '.xml'
## dedicated resource are the same for all bundles
path = '..\\..\\resources\\saved_schedules\\' + wf_name + '_bundle' + '.json'
bundle = Utility.load_schedule(path, Utility.readWorkflow(dax2, wf_name))
mainCloudHEFTwithGA = partial(self.mainCloudHeft, with_ga_initial=True, the_bundle=bundle)
mainHEFTwithGA = partial(self.mainHeft, with_ga_initial=True, the_bundle=bundle)
mainGAwithBundle = partial(self.mainGA, the_bundle=bundle)
resGA = run("GA", mainGAwithBundle, wf_name, self.reliability, self.n)
resHeft = run("Heft + GA", mainHEFTwithGA, wf_name, self.reliability, self.n)
resCloudHeft = run("HeftREx + GA", mainCloudHEFTwithGA, wf_name, self.reliability, self.n)
pc_hg = (1 - resHeft[2]/resGA[2])*100
pc_chg = (1 - resCloudHeft[2]/resGA[2])*100
pc_chh = (1 - resCloudHeft[2]/resHeft[2])*100
result = dict()
result['wf_name'] = wf_name
result['algorithms'] = {
self.HEFT_REX_GA: ComparisonUtility.get_dict(resCloudHeft),
self.GA_HEFT: ComparisonUtility.get_dict(resHeft),
self.GA: ComparisonUtility.get_dict(resGA)
}
result['profit_by_avr'] = {
"ga_heft vs ga": pc_hg,
"ga_heft_ReX vs ga": pc_chh,
"ga_heft_ReX vs ga_heft": pc_chg
}
return result
def __call__(self, wf_name, output_file=None):
print("Run counts: " + str(self.n))
f = open(output_file, 'a')
f.write("===============\n")
f.write("=== HEFT Run\n")
f.write("===============\n")
resHeft = run(self.HEFT, self.mainHeft, wf_name, 1.0, f, n=self.n)
f.write("===============\n")
f.write("=== GAHEFT Run\n")
f.write("===============\n")
resGaHeft = run(self.GA_HEFT, self.mainGaHeft, wf_name, 1.0, f, n=self.n)
pc = (1 - resGaHeft[2]/resHeft[2])*100
f.write("GaHeft vs Heft with WF adding: " + str(pc) + '\n')
f.close()
result = dict()
result['wf_name'] = wf_name
result['algorithms'] = {
self.HEFT: ComparisonUtility.get_dict(resHeft),
self.GA_HEFT: ComparisonUtility.get_dict(resGaHeft)
}
result['profit_by_avr'] = {"GaHeft vs Heft": pc}
return result
def __call__(self, wf_name):
resHeft = run(self.HEFT, self.mainHeft, wf_name, self.reliability)
resCloudHeft = run(self.CLOUD_HEFT, self.mainCloudHeft, wf_name, self.reliability)
pc = (1 - resCloudHeft[2]/resHeft[2])*100
result = dict()
result['wf_name'] = wf_name
result['algorithms'] = {
self.HEFT: ComparisonUtility.get_dict(resHeft),
self.CLOUD_HEFT: ComparisonUtility.get_dict(resCloudHeft)
}
result['profit_by_avr'] = {"heft_ReX vs Heft": pc}
return result