def CreateOuputFile(Algorithm,model,HV,PF,decisions,objectives,time): ##Print data for this Decision/objective pair print "----------------------------------------------------------------" fname = ('./data/'+model.__name__+'_'+str(decisions)+'Dec_and_'+str(objectives)+'Obj.txt') fo = open(fname, "wb") fo.write('Algorith : '+ Algorithm.__name__ + '\n') fo.write('Model : '+ model.__name__ + '\n') fo.write('||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n') fo.write('HyperVolume of all Pareto Values Per Iteration\n') fo.write('||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n') fo.write('=====================================================================`\n') fo.write('Number of Decisions = '+str(decisions) +'\n') fo.write('Number of Objectives = '+str(objectives) +'\n') fo.write('=====================================================================`\n') fo.write('HyperVolume Per Iteration\n') hvTable = PrettyTable() sNo = range(1,numOfIterations + 1) hvTable.add_column("Iteration ",sNo) hvTable.add_column("HyperVolume",HV) #print hvTable fo.write( str(hvTable) + '\n' ) fo.write('||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n') fo.write( '\nStart Time = ' + time + '\n' ) time = strftime("%Y-%m-%d %H:%M:%S", gmtime()) fo.write( '\end Time = ' + time + '\n' ) fo.write('||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n') ########## #xTable = PrettyTable() #fxTable = PrettyTable() #eTable = PrettyTable() fo.close() # Close opend file
def Dumpfile(paretoFront,stime): for i in range(len(paretoFront)): xTable = PrettyTable() sNo = range(1,paretoFront[i].N + 1) xTable.add_column("#",sNo) xTable.add_column("decisions, x",paretoFront[i].x) #print xTable fxTable = PrettyTable() sNo = range(1,paretoFront[i].objectives + 1) fxTable.add_column("#",sNo) fxTable.add_column("objectives,f(x)", paretoFront[i].fx) #print fxTable ## dump in file try: ouputRawFile.write( '________________________________\n' ) ouputRawFile.write( 'paretoFrontier# :' + repr(i+1) + '\n' ) ouputRawFile.write( 'objectives = ' + repr(paretoFront[i].objectives) + '\n' ) # No of objectives f[0]f[1],f[2],...,f[M-1] ouputRawFile.write( 'decisions = ' + repr(paretoFront[i].decisions) + '\n' ) # decision variables ouputRawFile.write( 'Energy = ' + repr(paretoFront[i].eval()) + '\n' ) ouputRawFile.write( str(xTable) + '\n' ) ouputRawFile.write( str(fxTable) + '\n' ) #print "Successfully written in FILE: ",fname except: print "somthing went wrong while writting in FILE: ",fname time = strftime("%Y-%m-%d %H:%M:%S", gmtime()) ouputRawFile.write( '_________Time Estimate___________\n' ) ouputRawFile.write( 'Start Time = ' + stime + '\n' ) ouputRawFile.write( 'End Time = ' + time + '\n' ) ouputRawFile.write( 'Number of values in paretoFrontier = ' + repr(len(paretoFront)) + '\n' ) ouputRawFile.write( '_________________________________\n' ) print "###########################################"
#Print data for this Decision/objective pair print "" print "----------------------------------------------------------------" print "Finished processing ",model.__name__," with Decisions = ",decisions," and Objectives = ",objectives fo.write('++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\n') fo.write('Finished processing '+str(model.__name__)+' with Decisions = '+repr(decisions)+' and Objectives = '+repr(objectives)+'\n') fo.write('++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++\n') print "List of Points in pareto Frontier in each iteration without tuning = ",len(PF) #print "HyperVolume = ",HV print "List of Points in pareto Frontier in each iteration with tuning = ",len(tunedPF) #print "Tuned HyperVolume= ",tunedHV ################ #table print Table = PrettyTable() sNo = range(1,numOfIterations + 1) Table.add_column("Iteration ",sNo) Table.add_column("Original Value",HV) Table.add_column("Tuned Value",tunedHV) print Table fo.write( str(Table) + '\n' ) fo.write('||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n') ################ ID1 = (model.__name__+' untuned ')#+str(decisions)+'-Decisions '+str(objectives)+'-Objectives') ID2 = (model.__name__+' tuned ')#+str(decisions)+'-Decisions '+str(objectives)+'-Objectives') rdivInput[rdivIndex].append(ID1) for each in HV:
def CreateOuputFile(Algorithm, model, HV, PF, decisions, objectives): ##Print data for this Decision/objective pair print "----------------------------------------------------------------" fname = "./data/" + model.__name__ + "_" + str(decisions) + "Dec_and_" + str(objectives) + "Obj.txt" fo = open(fname, "wb") fo.write("Algorith : " + Algorithm.__name__ + "\n") fo.write("Model : " + model.__name__ + "\n") fo.write("||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n") fo.write("Decision,Objectives,Energy of all Pareto Values Per Iteration\n") fo.write("||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n") fo.write("=====================================================================`\n") fo.write("Number of Decisions = " + str(decisions) + "\n") fo.write("Number of Objectives = " + str(objectives) + "\n") fo.write("=====================================================================`\n") fo.write("HyperVolume Per Iteration\n") hvTable = PrettyTable() sNo = range(1, numOfIterations + 1) hvTable.add_column("Iteration ", sNo) hvTable.add_column("HyperVolume", HV) # print hvTable fo.write(str(hvTable) + "\n") fo.write("||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||\n") ########## xTable = PrettyTable() fxTable = PrettyTable() eTable = PrettyTable() count = 0 for i in range(len(PF)): fo.write( "---------------------------------------------------------------------------------------------------------\n" ) fo.write("ITERATION = " + str(i + 1) + "\n") fo.write( "---------------------------------------------------------------------------------------------------------\n" ) for j in range(len(PF[i])): heading = "Dec, x [ITERATION=" + str(i + 1) + "] [PF:" + str(j + 1) + "]" xTable.add_column(heading, PF[i][j].x) heading = "Obj, f(x) [ITERATION=" + str(i + 1) + "] [PF:" + str(j + 1) + "]" fxTable.add_column(heading, PF[i][j].getObjectives()) heading = " Energy [ITERATION=" + str(i + 1) + "] [PF:" + str(j + 1) + "]" val = [repr(PF[i][j].eval())] eTable.add_column(heading, val) count += 1 if count == 3: count = 0 # print xTable # print fxTable # print eTable fo.write("DECISIONS\n") fo.write(str(xTable) + "\n") fo.write("OBJECTIVES\n") fo.write(str(fxTable) + "\n") fo.write("ENERGY\n") fo.write(str(eTable) + "\n") fo.write( "\n#########################################################################################################\n" ) xTable = PrettyTable() fxTable = PrettyTable() eTable = PrettyTable() if count > 0: # print xTable # print fxTable # print eTable fo.write(str(xTable) + "\n") fo.write(str(fxTable) + "\n") fo.write(str(eTable) + "\n") fo.close() # Close opend file