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October 24, 2020 11:57
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IoIV HW2 Q3.py
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from math import ceil | |
from random import randint, random | |
from math import e, pow | |
from copy import deepcopy | |
from time import time | |
def swap(transmission: list, period: list, i=None, j=None) -> tuple: | |
if i is None: | |
i, j = randint(0, n-1), randint(0, n-1) | |
transmission_time[i], transmission_time[j] = transmission_time[j],transmission_time[i] | |
period[i], period[j] = period[j], period[i] | |
return i, j | |
def calculate(n: int, transmission_time: list, period: list) -> (int, bool): | |
total = 0 | |
for i in range(n): | |
block_time = max(transmission_time[i:]) | |
lhs = block_time | |
rhs = -1 | |
while lhs != rhs: | |
if rhs != -1: | |
lhs = rhs | |
s = 0 | |
for j in range(i): | |
s += ceil((lhs+tau) / period[j]) * transmission_time[j] | |
rhs = block_time + s | |
if rhs + transmission_time[i] > period[i]: | |
return 0, True | |
total += lhs + transmission_time[i] | |
return total, False | |
class Solution(): | |
def __init__(self, transmission_time: list, period: list, value: float): | |
self.transmission_time = deepcopy(transmission_time) | |
self.period = deepcopy(period) | |
self.value = value | |
start_time = time() | |
n = int(input()) | |
tau = float(input()) | |
priority = [] | |
transmission_time = [] | |
period = [] | |
for i in range(n): | |
s = input().lstrip().rstrip().split(' ') | |
priority.append(int(s[0])) | |
transmission_time.append(float(s[1])) | |
period.append(int(s[2])) | |
r = 0.9999 | |
origin_i = 0 | |
origin_j = 0 | |
T = 10000 | |
init_val, not_schedulable = calculate(n, transmission_time, period) | |
if not_schedulable: | |
print("Not schedulable of init state!") | |
exit(1) | |
s = Solution(transmission_time, period, init_val) | |
s_best = s | |
benchmark = deepcopy(s) | |
# T = 1 | |
while T > 1: | |
s_cur_value, not_schedulable = calculate(n, transmission_time, period) | |
if not_schedulable: | |
swap(transmission_time, period, origin_i, origin_j) | |
origin_i, origin_j = swap(transmission_time, period) | |
continue | |
else: | |
s_cur = Solution(transmission_time, period, s_cur_value) | |
T = T*r | |
delta = s_cur.value - s.value | |
if s_cur.value < s_best.value: | |
s_best = s_cur | |
if delta <= 0: | |
s = s_cur | |
else: | |
if random() <= pow(e, -1 * delta / T): | |
s = s_cur | |
origin_i, origin_j = swap(transmission_time, period) | |
end_time = time() | |
if end_time - start_time > 14.5: # if run over 14.5 seconds then break | |
break | |
is_arrange = [False] * n | |
for i in range(n): | |
tran, p = benchmark.transmission_time[i], benchmark.period[i] | |
for j in range(n): | |
if is_arrange[j] == False and s_best.transmission_time[j] == tran and s_best.period[j] == p: | |
print(j) | |
is_arrange[j] = True | |
break | |
result = calculate(n, s_best.transmission_time, s_best.period) | |
print(result[0]) |
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