def simulate(i):
genList = ['power', 'velocity', 'intelligence', 'fertility', 'hostility']
numLives = 30
print(f"init start. numlives: {numLives}")
ecosystem = Ecosystem(numLives=numLives,
genList=genList,
MAP_WIDTH=c.MAP_WIDTH,
MAP_HEIGHT=c.MAP_HEIGHT)
print(f"init finished: {i}-----------------------------------------")
while ecosystem.time < 500:
ecosystem.nextEpoch()
# 선택(내부에 evaluation(싸우는거) 포함)
selectedCreatures = ecosystem.selection(ecosystem.lives)
# 교차
crossOveredCreature = ecosystem.crossover(selectedCreatures[0],
selectedCreatures[1])
# 변이
crossOveredCreature = ecosystem.mutation(crossOveredCreature,
c.MUTATION_RATE)
ecosystem.lives.append(crossOveredCreature)
ecosystem.created.append(crossOveredCreature)
ecosystem.time += 1
ecosystem.numLives += 1
# print(f'epoch {ecosystem.time}: numLives: {ecosystem.numLives}')
print(f"simulation finished: {i}---------------------------------------")
'''
print(f"numlives: {ecosystem.numLives}")
print(f"lenoflives: {len(ecosystem.lives)}")
for cr in ecosystem.lives:
print(cr)
'''
return ecosystem.numLives, ecosystem.lives
def simulate2(i):
genList = ['power', 'velocity', 'intelligence', 'fertility', 'hostility']
numLives = 30
print(f"init start. numlives: {numLives}")
ecosystem = Ecosystem(numLives=numLives,
genList=genList,
MAP_WIDTH=c.MAP_WIDTH,
MAP_HEIGHT=c.MAP_HEIGHT)
print(f"init finished: {i}-----------------------------------------")
data = list()
powerData = list()
veloData = list()
intelData = list()
fertilData = list()
hostilData = list()
numLivesData = list()
epochtime = 500
while ecosystem.time < epochtime:
ecosystem.nextEpoch()
# 선택(내부에 evaluation(싸우는거) 포함)
selectedCreatures = ecosystem.selection(ecosystem.lives)
# 교차
crossOveredCreature = ecosystem.crossover(selectedCreatures[0],
selectedCreatures[1])
# 변이
crossOveredCreature = ecosystem.mutation(crossOveredCreature,
c.MUTATION_RATE)
ecosystem.lives.append(crossOveredCreature)
ecosystem.created.append(crossOveredCreature)
ecosystem.time += 1
ecosystem.numLives += 1
# print(f'epoch {ecosystem.time}: numLives: {ecosystem.numLives}')
avgDict = {
'power': 0,
'velocity': 0,
'intelligence': 0,
'fertility': 0,
'hostility': 0,
}
if not ecosystem.numLives:
data.append((0, avgDict))
print("numLives is 0")
continue
if ecosystem.numLives < 0:
# data.append((0, avgDict))
print("numLives < 0")
continue
for creature in ecosystem.lives:
infos = creature.getInfo()
for geneName in avgDict.keys():
avgDict[geneName] += infos[geneName]
for geneName in avgDict.keys():
avgDict[geneName] /= ecosystem.numLives
data.append((ecosystem.numLives, avgDict))
print(f"simulation finished: {i}---------------------------------------")
for numLives, d in data:
powerData.append(d['power'])
veloData.append(d['velocity'])
intelData.append(d['intelligence'])
fertilData.append(d['fertility'])
hostilData.append(d['hostility'])
numLivesData.append(numLives)
f, axes = plt.subplots(2, 3)
xrange = np.arange(epochtime)
axes[0][0].set_title("power")
axes[0][0].plot(xrange, powerData)
axes[0][1].set_title("velocity")
axes[0][1].plot(xrange, veloData)
axes[0][2].set_title("intelligence")
axes[0][2].plot(xrange, intelData)
axes[1][0].set_title("fertility")
axes[1][0].plot(xrange, fertilData)
axes[1][1].set_title("hostility")
axes[1][1].plot(xrange, hostilData)
axes[1][2].set_title("numLives")
axes[1][2].plot(xrange, numLivesData)
plt.show()
return ecosystem.numLives, ecosystem.lives