Last active
August 29, 2015 14:03
-
-
Save kmadac/a74a581b4d2db9cc4cc8 to your computer and use it in GitHub Desktop.
Migration Change process simulation
This file contains hidden or 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
__author__ = 'kmadac' | |
import random | |
from bisect import bisect | |
people = 5 | |
max_changes_per_person_intime = 5 | |
# | |
#change_complete_time_days = ([(14, 3), (27, 5), (41, 3), (60, 1), (90, 1)]) | |
# real data from migration of real cluster | |
change_complete_time_days = ([(6, 5), (8, 4), (10, 5), (17, 6), (29, 4), (42, 4), (62, 5)]) | |
working_days_to_simulate = 228 | |
frozen_zones_working_days = 70 | |
def weighted_choice(choices): | |
values, weights = zip(*choices) | |
total = 0 | |
cum_weights = [] | |
for w in weights: | |
total += w | |
cum_weights.append(total) | |
x = random.random() * total | |
i = bisect(cum_weights, x) | |
return values[i] | |
class change(object): | |
def __init__(self, complete_time): | |
self.comlete_time = complete_time | |
self.current_duration = 0 | |
def add_day(self): | |
self.current_duration += 1 | |
def replan(self): | |
self.current_duration = -1 | |
def is_complete(self): | |
if self.comlete_time == self.current_duration: | |
return True | |
else: | |
return False | |
def plan_changes(): | |
for i in range((people * max_changes_per_person_intime) - len(change_list)): | |
days_to_complete = weighted_choice(change_complete_time_days) | |
print("New change created for {0} days".format(days_to_complete)) | |
changei = change(days_to_complete) | |
change_list.append(changei) | |
def delete_changes(): | |
return [x for x in change_list if not x.is_complete()] | |
iterations = 1000 | |
completed_changes_total = 0 | |
for iters in range(iterations): | |
completed_changes = 0 | |
change_list = [] | |
for i in range(working_days_to_simulate - frozen_zones_working_days): | |
plan_changes() | |
print("==============") | |
for onechange in change_list: | |
onechange.add_day() | |
if onechange.is_complete(): | |
completed_changes += 1 | |
change_list = delete_changes() | |
completed_changes_total += completed_changes | |
print('{0} changes completed in {1} business days'.format(completed_changes_total / iterations, working_days_to_simulate)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment