def deltheworst_clonethebest(population, action, MODlimit, ID=None):
POP_SCORETABLE = []
MEDIUMSCORE = 0
VALIDPOP = 0
REMOVED = []
for k in range(len(population)):
if population[k].PARAMETERS[0].value == 0:
POP_SCORETABLE.append(-1)
continue
SCORE = population[k].ELO
POP_SCORETABLE.append(SCORE)
MEDIUMSCORE += SCORE
VALIDPOP += 1
if VALIDPOP > 0:
MEDIUMSCORE = MEDIUMSCORE / VALIDPOP
print('mediumscore = %i' % MEDIUMSCORE)
if action < 0:
action = -action
for D in range(action):
CURRENT_SCORE = [0, 66666]
for k in range(len(population)):
if population[k] != 0:
if (population[k].ELO > -1):
if (population[k].ELO < MEDIUMSCORE * MODlimit):
if population[k].ELO < CURRENT_SCORE[1]:
CURRENT_SCORE[0] = k
CURRENT_SCORE[1] = population[k].ELO
try:
delname = population[CURRENT_SCORE[0]].filename
print("subject deleted. %s" % delname)
bareDeleteMachine(machine_dir, delname)
except AttributeError:
print("ERROR on Delete the Worst/Clone the Best")
pass
"""try:
os.remove(machine_dir+'/'+population[CURRENT_SCORE[0]].filename)
except FileNotFoundError:
print("can't find machine file, but it's ok.")"""
population[CURRENT_SCORE[0]] = 0
population = [x for x in population if x != 0]
elif action > 0:
NEWINDS = []
for k in range(len(POP_SCORETABLE)):
if (POP_SCORETABLE[k] > MEDIUMSCORE * 1.1):
print('subject cloned. ' + population[k].filename)
NEWINDS.append(population[k])
NEWINDS[-1].filename = NewMacName(ID=ID)
mutatemachines(6, NEWINDS)
for I in NEWINDS:
population.append(I)
return population
def deltheworst_clonethebest(population, action, MODlimit, ID=None):
INFINITE = 6669990001
POP_SCORETABLE = []
MEDIUMSCORE = 0
VALIDPOP = 0
REMOVED = []
for k in range(len(population)):
if population[k].PARAMETERS[0].value == 0:
POP_SCORETABLE.append(-1)
continue
SCORE = population[k].ELO
POP_SCORETABLE.append(SCORE)
MEDIUMSCORE += SCORE
VALIDPOP += 1
if VALIDPOP > 0:
MEDIUMSCORE = MEDIUMSCORE / VALIDPOP
print('mediumscore = %i' % MEDIUMSCORE)
if action < 0:
action = -action
for D in range(action):
CURRENT_SCORE = [0, INFINITE]
for k in range(len(population)):
if population[k] != 0:
if (population[k].ELO > -1):
if (population[k].ELO < MEDIUMSCORE * MODlimit):
if population[k].ELO < CURRENT_SCORE[1]:
CURRENT_SCORE[0] = k
CURRENT_SCORE[1] = population[k].ELO
try:
delname = population[CURRENT_SCORE[0]].filename
print("subject deleted. %s" % delname)
bareDeleteMachine(settings.machineDIR, delname)
except AttributeError:
print("ERROR on Delete the Worst/Clone the Best")
pass
population[CURRENT_SCORE[0]] = 0
population = [x for x in population if x != 0]
elif action > 0:
NEWINDS = []
for k in range(len(POP_SCORETABLE)):
if (POP_SCORETABLE[k] > MEDIUMSCORE * 1.1):
print('subject cloned. ' + population[k].filename)
NEWINDS.append(population[k])
NEWINDS[-1].filename = NewMacName(ID=ID)
mutatemachines(6, NEWINDS)
for I in NEWINDS:
population.append(I)
return population
def KillEmAllCheckDead(self, Score, Round):
for MACHINE in range(len(Round)):
if Score[1-MACHINE] - Score[MACHINE] >= 2:
deadmac = Round[MACHINE]
self.log("%s dies. [%i]" % (deadmac.filename,
deadmac.ELO))
try:
self.Competitors.pop(self.Competitors.index(deadmac))
except:
print("Tried to kill %s but it's already deleted." % deadmac.filename)
return
bareDeleteMachine(settings.TOPmachineDIR, deadmac.filename)
print("%s dies." % deadmac.filename)
self.TotalDead += 1
def KillEmAllCheckDead(self, Score, Round):
for MACHINE in range(len(Round)):
if Score[1 - MACHINE] - Score[MACHINE] >= 2:
deadmac = Round[MACHINE]
self.log("%s dies. [%i]" % (deadmac.filename, deadmac.ELO))
try:
self.Competitors.pop(self.Competitors.index(deadmac))
except:
print("Tried to kill %s but it's already deleted." %
deadmac.filename)
return
bareDeleteMachine(settings.HoFmachineDIR, deadmac.filename)
print("%s dies." % deadmac.filename)
self.TotalDead += 1
def EliminateEquals(population, Range, delete=True):
blacklist = []
for I in range(Range, len(population)):
if population[I] == 0:
continue
for T in range(I + 1, len(population)):
if population[T] == 0:
continue
if IsEqual(population[I], population[T]):
blacklist.append(population[T].filename)
population[T] = 0
if delete:
for Name in blacklist:
bareDeleteMachine(settings.machineDIR, Name)
return list(filter((0).__ne__, population))
def DeleteLosers(self):
for machine in self.Competitors:
print("%s: %s" % (machine.filename, machine.TournamentScore))
self.Deaths = 1 if not self.Deaths else self.Deaths
for k in range(self.Deaths):
Worst = ["", 666]
for K in self.Competitors:
if K.TournamentScore < Worst[1]:
Worst[0] = K.filename
Worst[1] = K.TournamentScore
print("Deleting %s; %i points." % (Worst[0], Worst[1]))
bareDeleteMachine(settings.TOPmachineDIR, Worst[0])
self.Competitors = [
x for x in self.Competitors if x.filename != Worst[0] ]
self.TotalDead += 1
def DeleteLosers(self):
for machine in self.Competitors:
print("%s: %s" % (machine.filename, machine.TournamentScore))
self.Deaths = 1 if not self.Deaths else self.Deaths
for k in range(self.Deaths):
Worst = ["", 666]
for K in self.Competitors:
if K.TournamentScore < Worst[1]:
Worst[0] = K.filename
Worst[1] = K.TournamentScore
print("Deleting %s; %i points." % (Worst[0], Worst[1]))
bareDeleteMachine(settings.HoFmachineDIR, Worst[0])
self.Competitors = [
x for x in self.Competitors if x.filename != Worst[0]
]
self.TotalDead += 1
]))
pop = core.loadmachines(DIR=_machineDIR)
if result:
for scoreNumber in range(1,
round(max([result[x] for x in result]))):
for MAC in ApprovedMachines:
#if scoreNumber < result[MAC] < scoreNumber +1: # ?????????????
print("%s: %i" % (MAC, result[MAC]))
BestScoreOnGroup = max([result[x] for x in ApprovedMachines])
NumberOfBestScorers = sum(
[1 for x in ApprovedMachines if result[x] == BestScoreOnGroup])
for IND in range(len(pop)):
NAME = pop[IND].filename
if NAME not in ApprovedMachines or result[NAME] < 0:
management.bareDeleteMachine(_machineDIR, NAME)
print("Deleting machine %s." % NAME)
pop[IND] = None
pop = [x for x in pop if x]
for IND in pop:
#if FullTestLen * 10 - result[IND.filename] < 20:
# core.sendtoHallOfFame(IND)
if result[IND.filename] == BestScoreOnGroup:
if NumberOfBestScorers < len(pop) / 6:
core.Mate([IND, random.choice(pop)], 2, ID="POS")
if options.Mutate:
stock_popsize = 16
while len(pop) < stock_popsize / 2 and pop:
pop += core.Mate(pop, 2, ID="pos")