npActualTimes, npPredictedTimes)
print("Mean_MAE,MAE_STDEV")
if meanMAE.shape == (1, ):
print("{0},{1}".format(meanMAE[0], stdMAE[0]))
else:
print("{0},{1}".format(meanMAE, stdMAE))
if __name__ == "__main__":
SubjectSystem, TraceSourceFolder, regressorInputFilename, testConfFilename = parseRuntimeParemeters(
sys.argv)
setBaseTracesSourceFolder(TraceSourceFolder)
regressorsArray, testConfigurationsList = loadObjectFromPickle(
regressorInputFilename), loadObjectFromPickle(testConfFilename)
transitionToRegressorMapping = getRegressorToTransitionIdMapping(
regressorsArray)
transitionToConfArrayTimeTaken = {}
for transitionId in transitionToRegressorMapping.keys():
if SubjectSystem == MLConstants.x264Name:
transitionToConfArrayTimeTaken[transitionId] = getPredictionsForTransitionsOnConfigurationList(testConfigurationsList, \
regressorsArray, transitionToRegressorMapping, transitionId)
else:
transitionToConfArrayTimeTaken[transitionId] = getPredictionsForTransitionsOnConfigurationList(testConfigurationsList, \
# print ("Number of Loops {0}".format(len(lstLoopStartAndSize)))
# print("Pending Loop = {0},{1}".format(currentTransitionOffset, currentTransitionSize))
# print("FInal Transition Id = {0}".format(tmpTransList[-1].getTransitionId()))
#
# print([x.getTransitionId() for x in tmpTransList[0:71]])
#
# print("Pending")
# print([x.getTransitionId() for x in tmpTransList[currentTransitionOffset:currentTransitionOffset+currentTransitionSize]])
if __name__ == "__main__":
"""
Extracting set of traces for a single product.
"""
args = parseArguments()
subjectSystem = args.subjectSystem
setBaseTracesSourceFolder(args.sourceFolder)
if MLConstants.x264Name == subjectSystem:
configurationId = int(args.configurationId)
generatePerfumeTracesX264(configurationId)
else:
LstConfigurationIds = [int(x) for x in args.configurationId.split(",")]
generatePerfumeTracesAutonomoose(LstConfigurationIds,
args.sourceFolder)
if __name__ == "__main__":
"""
Execute FSE paper for X264 / Autonomooose.
Testing --
akiyo/traceExecutionTimesForAll.pkl
"""
SubjectSystem, trainConfFilename, testConfFilename, traceSummarizedTimesFilenameOrDirectoryName = parseRuntimeParemeters(
sys.argv)
trainConfigurationList, testConfigurationsList = loadObjectFromPickle(trainConfFilename), \
loadObjectFromPickle(testConfFilename)
if SubjectSystem == MLConstants.x264Name:
traceExecutionTimesSummaries = loadObjectFromPickle(
traceSummarizedTimesFilenameOrDirectoryName)
analyzeX264FSE(trainConfigurationList, testConfigurationsList,
traceExecutionTimesSummaries)
else:
#traceSummarizedTimesFilenameOrDirectoryName "../FullTraces/autonomooseFirst/"
setBaseTracesSourceFolder(traceSummarizedTimesFilenameOrDirectoryName)
analyzeAutonomooseFSE(trainConfigurationList, testConfigurationsList)