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find sub sequence with largest sum in a sequence of numbers
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import random | |
import time | |
def timing(f): | |
def wrap(*args): | |
time1 = time.time() | |
ret = f(*args) | |
time2 = time.time() | |
print('%s function took %0.3f ms' % (f.__name__, (time2-time1)*1000.0)) | |
return ret | |
return wrap | |
li = [2, 5, -8, 3, 9, -2, -4, 0, 2, 6, -3, -5, 0, -4, 2, 3, 1] | |
l = [1, 2, 3, -5, 4, -5, 20] | |
def largest_sum_seq(li): | |
res_i, res_x = 0, li[0] | |
cur_i, cur_x = res_i, res_x | |
for i in range(1, len(li)): | |
cur_i += 1 | |
cur_x += li[i] | |
if cur_x > res_x: | |
res_i, res_x = cur_i, cur_x | |
return res_i, res_x | |
assert(largest_sum_seq(l) == (6, 20)) | |
@timing | |
def get_largest_sum_seq(li): | |
n = len(li) | |
max_x = 0 | |
max_from = 0 | |
max_to = 0 | |
for i in range(n - 1): | |
curr_i, curr_x = largest_sum_seq(li[i:]) | |
if curr_x > max_x: | |
max_x = curr_x | |
max_from = i | |
max_to = curr_i + 1 | |
return max_x, max_from, max_to | |
assert(get_largest_sum_seq(li) == (14, 3, 7)) | |
@timing | |
def max_sum_subseq(li): | |
best_start, best_length, max_sum = 0, 1, li[0] | |
cur_start, cur_length, cur_sum = best_start, best_length, max_sum | |
for i in range(1, len(li) - 1): | |
if cur_sum < 0: | |
cur_start, cur_length, cur_sum = i, 1, li[i] | |
else: | |
cur_length += 1 | |
cur_sum += li[i] | |
if cur_sum > max_sum: | |
best_start, best_length, max_sum = cur_start, cur_length, cur_sum | |
return max_sum, best_start, best_length | |
assert(max_sum_subseq(li) == (14, 3, 7)) | |
def rand_list(a, b, n): | |
return [random.randint(a, b) for x in range(0, n)] | |
def test_times(): | |
li = rand_list(-10, 10, 10000) | |
res = get_largest_sum_seq(li) | |
print(res) | |
res = max_sum_subseq(li) | |
print(res) | |
test_times() | |
# get_largest_sum_seq function took 7514.040 ms | |
# (801, 1098, 8864) | |
# max_sum_subseq function took 1.660 ms | |
# (801, 1098, 8864) |
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