Comparing log performance in Python with vectrizing

log_test_vectrized.py

import math
import numpy as np
import time

num_list = list(np.random.rand(100000)*100000)
tmp = 0

log_list = []
start = time.time()
log_list = list(np.log2(num_list))
elapsed_time = time.time() - start
print(("elapsed_time:{0}".format(elapsed_time)) + "[sec]")

log_list = []
start = time.time()
log_list = [ math.log(i, 2) for i in num_list ]
elapsed_time = time.time() - start
print(("elapsed_time:{0}".format(elapsed_time)) + "[sec]")

# result
# elapsed_time:0.01147603988647461[sec]
# elapsed_time:0.019212961196899414[sec]