Last active
October 21, 2015 02:30
-
-
Save leb2/415aefcc53f84a2d1006 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import random | |
time_chances = [ | |
(0, 0.10), | |
(1, 0.15), | |
(2, 0.10), | |
(3, 0.35), | |
(4, 0.25), | |
(5, 0.05) | |
] | |
service_chances = [ | |
# (1, 0.3000), | |
# (2, 0.2500), | |
# (3, 0.45) | |
(1, .25), | |
(2, .20), | |
(3, .40), | |
(4, .15) | |
] | |
def weighted_choice(choices): | |
total = sum(w for c, w in choices) | |
r = random.uniform(0, total) | |
upto = 0 | |
for c, w in choices: | |
if upto + w > r: | |
return c | |
upto += w | |
if __name__ == "__main__": | |
averages = [] | |
line_averages = [] | |
line_per_min = [] | |
for j in range(10000): | |
people = [] | |
for i in range(150): | |
service_time = weighted_choice(service_chances) | |
time_til_next = weighted_choice(time_chances) | |
people.append({ | |
'service_time': service_time, | |
'time_til_next': time_til_next, | |
'wait_time': 0, | |
'line_length': 0, | |
'id': i | |
}) | |
people_done = [] | |
line = [people.pop()] | |
service_left = line[0]['service_time'] | |
time_left = line[0]['time_til_next'] | |
while len(line) > 0 or len(people) > 0: | |
line_per_min.append(len(line)) | |
for person in line: | |
if not person['id'] == line[0]['id']: | |
person['wait_time'] += 1 | |
time_left -= 1 | |
service_left -= 1 | |
# If done remove first person from line | |
if service_left <= 0 and service_left > -1: | |
people_done.append(line.pop(0)) | |
# People walk in | |
while time_left <= 0: | |
if len(people) > 0: | |
new_person = people.pop() # Get next person from pool | |
new_person['line_length'] = len(line) | |
line.append(new_person) # Add person to start of line | |
time_left = new_person['time_til_next'] | |
else: break | |
if len(line) > 0 and service_left <= 0: | |
service_left = line[0]['service_time'] | |
wait_times = [person['wait_time'] for person in people_done] | |
line_lengths = [person['line_length'] for person in people_done] | |
averages.append(sum(wait_times) / float(len(people_done))) | |
line_averages.append(sum(line_lengths) / float(len(people_done))) | |
print "\nAverage Line (minute): " + str(sum(line_per_min) / float(len(line_per_min))) | |
print "Average Line (person): " + str(sum(line_averages) / len(line_averages)) | |
print "Average Wait: " + str(sum(averages) / len(averages)) + "\n" |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment