def LoadSysConf(self):
if self.ui.sysconfname.text() == None or self.ui.sysconfname.text(
) == '':
return
self.sysconfig = SysConfig()
self.sysconfig.loadXML(self.ui.sysconfname.text())
self.constraints = []
if self.sysconfig.limitcost != None:
self.constraints.append(CostConstraints(self.sysconfig.limitcost))
def Console(argv):
print "Warning: Do not use command-line interface!"
_algconf = argv[1]
_sysconf = argv[2]
_num = argv[3]
_metamodel = argv[4]
_percent = argv[5]
f = open(_algconf, "r")
dom = xml.dom.minidom.parse(f)
root = dom.childNodes[0]
Algorithm.algconf = GAConfig()
Algorithm.algconf.LoadFromXmlNode(root)
f.close()
Module.conf = SysConfig()
Module.conf.loadXML(_sysconf)
System.constraints = []
if Module.conf.limitcost != None:
System.constraints.append(CostConstraints(Module.conf.limitcost))
c = Module.conf.getLimitTimes()
if c != None:
System.constraints.append(TimeConstraints(c))
result = _sysconf.replace(".xml", "")
result += "_" + _metamodel
Algorithm.algconf.use_metamodel = True
if _metamodel == "none":
Algorithm.algconf.use_metamodel = False
elif _metamodel == "kn":
Algorithm.algconf.metamodel = KNearestNeighbours(10)
elif _metamodel == "lr":
Algorithm.algconf.metamodel = Polynomial(Module.conf)
elif _metamodel == "rnd":
Algorithm.algconf.metamodel = Random()
elif _metamodel == "avg":
Algorithm.algconf.metamodel = Averaging()
Algorithm.algconf.pop_control_percent = float(_percent) / 100.0
algorithm = HGA()
Algorithm.result_filename = result + "_" + _percent + ".csv"
for i in range(int(_num)):
if algorithm.algconf.metamodel:
algorithm.algconf.metamodel.Clear()
algorithm.Run()
algorithm.PrintStats()
try:
os.remove("sch" + str(os.getpid()) + ".xml")
os.remove("res" + str(os.getpid()) + ".xml")
except:
pass
def LoadSysConf(self):
if self.ui.sysconfname.text() == None or self.ui.sysconfname.text() == '':
return
self.sysconfig = SysConfig()
self.sysconfig.loadXML(self.ui.sysconfname.text())
self.constraints = []
if self.sysconfig.limitcost != None:
self.constraints.append(CostConstraints(self.sysconfig.limitcost))
if self.ui.checktime_yes.isChecked():
c = self.sysconfig.getLimitTimes()
if c != None:
self.constraints.append(TimeConstraints(c))
def Random(self):
d = ConfigDialog()
d.exec_()
if d.result() == QDialog.Accepted:
dict = d.GetResult()
else:
return
self.sysconfig = SysConfig()
self.sysconfig.generateRandom(dict)
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(
str(timerange[1]).replace("]", "").replace("[", ""))
self.ui.mintime.setText(
str(timerange[0]).replace("]", "").replace("[", ""))
self.ui.limitcost.setText("")
self.ui.limittimes.setText("")
self.ui.sysconfname.setText("")
self.constraints = []
def Random(self):
d = ConfigDialog()
d.exec_()
if d.result() == QDialog.Accepted:
dict = d.GetResult()
else:
return
self.sysconfig = SysConfig()
self.sysconfig.generateRandom(dict)
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(str(timerange[1]).replace("]","").replace("[",""))
self.ui.mintime.setText(str(timerange[0]).replace("]","").replace("[",""))
self.ui.limitcost.setText("")
self.ui.limittimes.setText("")
self.ui.sysconfname.setText("")
self.constraints = []
class MainWindow(QMainWindow):
sysconfig = None
algconfig = None
sysconfigfile = None
algconfigfile = None
constraints = []
def __init__(self):
QMainWindow.__init__(self)
self.ui = Ui_MainWindow()
self.ui.setupUi(self)
self.sysConfigFilter = self.tr("System Configuration files (*.xml)")
self.algConfigFilter = self.tr("Algorithm Configuration files (*.xml)")
self.ui.result_filename.setText("result"+str(time.time())+".csv")
self.best = None
translator = QTranslator(qApp)
translator.load("GUI/Windows/Translations/relopt_ru.qm")
qApp.installTranslator(translator)
self.ui.retranslateUi(self)
def LoadSysConf(self):
if self.ui.sysconfname.text() == None or self.ui.sysconfname.text() == '':
return
self.sysconfig = SysConfig()
self.sysconfig.loadXML(self.ui.sysconfname.text())
self.constraints = []
if self.sysconfig.limitcost != None:
self.constraints.append(CostConstraints(self.sysconfig.limitcost))
if self.ui.checktime_yes.isChecked():
c = self.sysconfig.getLimitTimes()
if c != None:
self.constraints.append(TimeConstraints(c))
def LoadAlgConf(self):
f = open(unicode(self.ui.algconfname.text()), "r")
dom = xml.dom.minidom.parse(f)
root = dom.childNodes[0]
if self.ui.algorithm.currentIndex() == 0 or self.ui.algorithm.currentIndex() == 1:
self.algconfig = GAConfig()
#Create object with my algorithm parameter reader
if self.ui.algorithm.currentIndex() == 4:
self.algconfig = ACODCConfig()
self.algconfig.LoadFromXmlNode(root)
def Run(self):
if self.sysconfig == None:
QMessageBox.critical(self, "An error occurred", "System configuration must be defined")
return
Module.conf = self.sysconfig
if self.constraints == None:
QMessageBox.critical(self, "An error occurred", "Constraints must be defined")
return
System.constraints = self.constraints
if self.algconfig == None and self.ui.algorithm.currentIndex() < 2 :
QMessageBox.critical(self, "An error occurred", "Algorithm configuration must be defined")
return
Algorithm.algconf = self.algconfig
if Algorithm.algconf == None:
Algorithm.algconf = AlgConfig()
if self.ui.use_metamodels.isChecked():
Algorithm.algconf.use_metamodel = True
modelidx = self.ui.metamodel.currentIndex()
if modelidx == 0:
Algorithm.algconf.metamodel = Averaging()
elif modelidx == 1:
Algorithm.algconf.metamodel = KNearestNeighbours(10) #TODO user should define this number
elif modelidx == 2:
Algorithm.algconf.metamodel = NeuralNetwork(self.sysconfig) #TODO add settings
elif modelidx == 3:
Algorithm.algconf.metamodel = Svr(self.sysconfig)
elif modelidx == 4:
Algorithm.algconf.metamodel = Polynomial(self.sysconfig)
elif modelidx == 5:
Algorithm.algconf.metamodel = Random()
Algorithm.algconf.pop_control_percent = float(self.ui.popControl.value())/100.0
algidx = self.ui.algorithm.currentIndex()
if algidx==0:
algorithm = GA()
elif algidx==1:
algorithm = HGA()
elif algidx==2:
algorithm = Greedy()
elif algidx==4:
algorithm = ACODC()
Algorithm.result_filename = self.ui.result_filename.text()
for i in range(self.ui.execNum.value()):
if algorithm.algconf.metamodel:
algorithm.algconf.metamodel.Clear()
algorithm.Run()
algorithm.PrintStats()
self.best = algorithm.currentSolution
try:
os.remove("sch" + str(os.getpid()) + ".xml")
os.remove("res" + str(os.getpid()) + ".xml")
except:
pass
def OpenSysConf(self):
name = unicode(QFileDialog.getOpenFileName(filter=self.sysConfigFilter))
if name == None or name == '':
return
self.sysconfigfile = name
self.ui.sysconfname.setText(name)
self.LoadSysConf()
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(str(timerange[1]).replace("]","").replace("[",""))
self.ui.mintime.setText(str(timerange[0]).replace("]","").replace("[",""))
self.ui.limitcost.setText(str(self.sysconfig.limitcost) if self.sysconfig.limitcost != None else "")
l = []
for constr in self.constraints:
if isinstance(constr,TimeConstraints):
l = constr.limitTimes
if l == []:
self.ui.limittimes.setText("")
else:
self.ui.limittimes.setText(str(l).replace("]","").replace("[",""))
def OpenAlgConf(self):
name = unicode(QFileDialog.getOpenFileName(filter=self.algConfigFilter))
if name == None or name == '':
return
self.algconfigfile = name
self.ui.algconfname.setText(name)
self.LoadAlgConf()
def Random(self):
d = ConfigDialog()
d.exec_()
if d.result() == QDialog.Accepted:
dict = d.GetResult()
else:
return
self.sysconfig = SysConfig()
self.sysconfig.generateRandom(dict)
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(str(timerange[1]).replace("]","").replace("[",""))
self.ui.mintime.setText(str(timerange[0]).replace("]","").replace("[",""))
self.ui.limitcost.setText("")
self.ui.limittimes.setText("")
self.ui.sysconfname.setText("")
self.constraints = []
def InputTimeLimits(self):
if self.ui.limittimes.text() == "":
return
for constr in self.constraints:
if isinstance(constr,TimeConstraints):
self.constraints.remove(constr)
break
l = []
for c in self.ui.limittimes.text().split(","):
l.append(int(c))
self.constraints.append(TimeConstraints(l))
for m,t in zip(self.sysconfig.modules, l):
m.limittime = t
def InputCostLimit(self):
if self.ui.limitcost.text() == "":
return
for constr in self.constraints:
if isinstance(constr,CostConstraints):
self.constraints.remove(constr)
break
c = int(self.ui.limitcost.text())
self.constraints.append(CostConstraints(c))
self.sysconfig.limitcost = c
def SaveSysConf(self):
name = unicode(QFileDialog.getSaveFileName(filter=self.sysConfigFilter))
if name == None or name == '':
return
self.sysconfig.saveXML(name)
def no_checked(self):
if self.ui.checktime_yes.isChecked():
return
for constr in self.constraints:
if isinstance(constr,TimeConstraints):
self.constraints.remove(constr)
break
self.ui.limittimes.setText("")
self.ui.limittimes.setEnabled(False)
def yes_checked(self):
if not self.ui.checktime_yes.isChecked():
return
self.ui.limittimes.setEnabled(True)
if self.sysconfig == None:
return
c = self.sysconfig.getLimitTimes()
if c != None:
self.constraints.append(TimeConstraints(c))
self.ui.limittimes.setText(str(c).replace("]","").replace("[",""))
def use_metamodels_checked(self):
if not self.ui.use_metamodels.isChecked():
self.ui.metamodel.setEnabled(False)
self.ui.popControl.setEnabled(False)
else:
self.ui.metamodel.setEnabled(True)
self.ui.popControl.setEnabled(True)
def ShowMetamodelRes(self):
d = MetamodelsResDialog()
d.exec_()
if not d.result():
return
if d.ui.random.isChecked():
d1 = MetamodelsRes(self.best, True)
else:
d1 = MetamodelsRes(self.best, False)
d1.exec_()
try:
os.remove("sch" + str(os.getpid()) + ".xml")
os.remove("res" + str(os.getpid()) + ".xml")
except:
pass
class MainWindow(QMainWindow):
sysconfig = None
algconfig = None
sysconfigfile = None
algconfigfile = None
constraints = []
def __init__(self):
QMainWindow.__init__(self)
self.ui = Ui_MainWindow()
self.ui.setupUi(self)
self.sysConfigFilter = self.tr("System Configuration files (*.xml)")
self.algConfigFilter = self.tr("Algorithm Configuration files (*.xml)")
self.ui.result_filename.setText("result" + str(time.time()) + ".csv")
self.best = None
translator = QTranslator(qApp)
translator.load("GUI/Windows/Translations/relopt_ru.qm")
qApp.installTranslator(translator)
self.ui.retranslateUi(self)
def LoadSysConf(self):
if self.ui.sysconfname.text() == None or self.ui.sysconfname.text(
) == '':
return
self.sysconfig = SysConfig()
self.sysconfig.loadXML(self.ui.sysconfname.text())
self.constraints = []
if self.sysconfig.limitcost != None:
self.constraints.append(CostConstraints(self.sysconfig.limitcost))
def LoadAlgConf(self):
f = open(unicode(self.ui.algconfname.text()), "r")
dom = xml.dom.minidom.parse(f)
root = dom.childNodes[0]
if (self.ui.algorithm.currentIndex() == 0
or self.ui.algorithm.currentIndex() == 1
or self.ui.algorithm.currentIndex() == 2
or self.ui.algorithm.currentIndex() == 3
or self.ui.algorithm.currentIndex() == 4
or self.ui.algorithm.currentIndex() == 5):
self.algconfig = GAConfig()
self.algconfig.LoadFromXmlNode(root)
def Run(self):
if self.sysconfig == None:
QMessageBox.critical(self, "An error occurred",
"System configuration must be defined")
return
Module.conf = self.sysconfig
if self.constraints == None:
QMessageBox.critical(self, "An error occurred",
"Constraints must be defined")
return
System.constraints = self.constraints
if self.algconfig == None and self.ui.algorithm.currentIndex() < 2:
QMessageBox.critical(self, "An error occurred",
"Algorithm configuration must be defined")
return
Algorithm.algconf = self.algconfig
if Algorithm.algconf == None:
Algorithm.algconf = AlgConfig()
algidx = self.ui.algorithm.currentIndex()
if algidx == 0:
algorithm = GA()
elif algidx == 1:
algorithm = HGA()
elif algidx == 2:
algorithm = GA_optimistic()
elif algidx == 3:
algorithm = GA_optimistic_left()
elif algidx == 4:
algorithm = GA_Moore()
elif algidx == 5:
algorithm = HGA_Moore()
Algorithm.result_filename = self.ui.result_filename.text()
for i in range(self.ui.execNum.value()):
if algorithm.algconf.metamodel:
algorithm.algconf.metamodel.Clear()
algorithm.Run()
self.best = algorithm.currentSolution
algorithm.PrintStats()
try:
os.remove("sch" + str(os.getpid()) + ".xml")
os.remove("res" + str(os.getpid()) + ".xml")
except:
pass
def OpenSysConf(self):
name = unicode(
QFileDialog.getOpenFileName(filter=self.sysConfigFilter))
if name == None or name == '':
return
self.sysconfigfile = name
self.ui.sysconfname.setText(name)
self.LoadSysConf()
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(
str(timerange[1]).replace("]", "").replace("[", ""))
self.ui.mintime.setText(
str(timerange[0]).replace("]", "").replace("[", ""))
self.ui.limitcost.setText(
str(self.sysconfig.limitcost
) if self.sysconfig.limitcost != None else "")
def OpenAlgConf(self):
name = unicode(
QFileDialog.getOpenFileName(filter=self.algConfigFilter))
if name == None or name == '':
return
self.algconfigfile = name
self.ui.algconfname.setText(name)
self.LoadAlgConf()
def Random(self):
d = ConfigDialog()
d.exec_()
if d.result() == QDialog.Accepted:
dict = d.GetResult()
else:
return
self.sysconfig = SysConfig()
self.sysconfig.generateRandom(dict)
costrange = self.sysconfig.costInterval()
timerange = self.sysconfig.timeInterval()
self.ui.maxcost.setText(str(costrange[1]))
self.ui.mincost.setText(str(costrange[0]))
self.ui.maxtime.setText(
str(timerange[1]).replace("]", "").replace("[", ""))
self.ui.mintime.setText(
str(timerange[0]).replace("]", "").replace("[", ""))
self.ui.limitcost.setText("")
self.ui.limittimes.setText("")
self.ui.sysconfname.setText("")
self.constraints = []
def InputTimeLimits(self):
if self.ui.limittimes.text() == "":
return
for constr in self.constraints:
if isinstance(constr, TimeConstraints):
self.constraints.remove(constr)
break
l = []
for c in self.ui.limittimes.text().split(","):
l.append(int(c))
self.constraints.append(TimeConstraints(l))
for m, t in zip(self.sysconfig.modules, l):
m.limittime = t
def InputCostLimit(self):
if self.ui.limitcost.text() == "":
return
for constr in self.constraints:
if isinstance(constr, CostConstraints):
self.constraints.remove(constr)
break
c = int(self.ui.limitcost.text())
self.constraints.append(CostConstraints(c))
self.sysconfig.limitcost = c
def SaveSysConf(self):
name = unicode(
QFileDialog.getSaveFileName(filter=self.sysConfigFilter))
if name == None or name == '':
return
self.sysconfig.saveXML(name)
def no_checked(self):
if self.ui.checktime_yes.isChecked():
return
for constr in self.constraints:
if isinstance(constr, TimeConstraints):
self.constraints.remove(constr)
break
self.ui.limittimes.setText("")
self.ui.limittimes.setEnabled(False)
def yes_checked(self):
if not self.ui.checktime_yes.isChecked():
return
self.ui.limittimes.setEnabled(True)
if self.sysconfig == None:
return
c = self.sysconfig.getLimitTimes()
if c != None:
self.constraints.append(TimeConstraints(c))
self.ui.limittimes.setText(
str(c).replace("]", "").replace("[", ""))
