def check(self, indi):
# is the individual that was just evaluated the last in the generation?
if int(indi) == model.get_max_indi_id_by_gen(model.get_cur_gen(int(indi))):
# check if termination requirements are met
if model.get_cur_gen(indi) >= model.get_max_num_gen():
# they are, end ga
raise web.seeother('/terminate')
else:
# they are not, move onto selection
select().select(int(indi))
# are there more to evaluate?
elif int(indi) <= model.get_max_indi_id_by_gen(model.get_cur_gen(int(indi))):
raise web.seeother('/fitness/' + str(int(indi) + 1))
# just in case exit condition
else:
raise web.seeother('/terminate')
def tournament(self, k, indi):
'''
tournament selection
k = subset size
indi = current indi id -- used for future generation and id number
1. a random subset of size, k, from the given generation is extracted
2. sort the pool by fitness value
3. return the winner, the individual with the highest fitness value
'''
# from each individual in the current generation: get the indi_id and fitness value
tmp = model.get_all_indi_id_by_gen(model.get_cur_gen(indi - 1))
all = []
for i in tmp:
# put each indi and fitness in tuple
all += [(i.indi_id, i.fitness)]
# randomly select k individuals to create pool
pool = []
for i in range(0, k):
if random.choice(all) not in pool:
pool += [random.choice(all)]
print 'pool == ', pool
# select indi with highest fitness as winner
winner = sorted(pool, key=lambda x:-x[1])[0][0]
print 'the winner id is ', winner
return winner
def GET(self, indi):
title = 'Fitness'
ff = self.fitness_form()
ff.indi_id.set_value(indi)
song_name = self.convert_midi(self.create_pheno(indi), indi)
l = model.get_num_indi(0)[0].id
cur_gen = model.get_cur_gen(indi)
all_indi = model.get_all_indi_id_by_gen(cur_gen)
song_names = []
for i in all_indi:
song_names += [self.convert_midi(self.create_pheno(i.indi_id), i.indi_id)]
return render.fitness(title, ff, song_name, l)
