如何在列表中找到一组数字的长度? (有没有比我正在做的更快的方式?)

时间:2013-03-07 19:43:13

标签: python list

我有一个包含1或0的列表;没有其他的。我有兴趣找到1,更具体地说,1的开始运行和运行结束的地方(或者在下面的代码中,1的运行的“长度”....它可以是“长度” “该运行或该运行的结束索引位置,因为我可以做数学并计算从开始和结束位置的长度)。 我在哈希中存储1的运行。是否有更快的方式来获得我所拥有的东西而不是我拥有的东西?我还在学习python,我在现实生活中使用的列表要大得多,所以速度很重要。

previous = 0
cnt = 0
startLength = {} 
for r in listy: 
    if previous == 0 and r == 1:
        start = cnt
        startLength[start] = 1
    if previous == 1 and r == 1: 
        startLength[start] = 1 + cnt - start 
    previous = r
    cnt += 1

for s,l in startLength.iteritems():
    print "A run of 1's starts at position %s and lasts %s" % (s,l)

4 个答案:

答案 0 :(得分:6)

我可能会将itertools.groupby用于此

lst = [ 1,1,1,1,1,0,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,0]

from itertools import groupby
from operator import itemgetter

for k,v in groupby(enumerate(lst),key=itemgetter(1)):
    if k:
        v = list(v)
        print v[0][0],v[-1][0]

这将打印1的

组的开始和结束索引

答案 1 :(得分:2)

除了@ mgilson的pythonic答案,你也可以尝试这样的事情:

lst = [1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1]

start, end = False, False

for i, x in enumerate(lst):
    if x == 1 and start is False:
        start = i
    if x == 0 and start is not False and end is False:
        end = i-1
    if start is not False and end is not False:
        print start, end  # and len is (end-start+1)
        start, end = False, False

if start is not False:
    print start, i

输出

0 4
12 15
22 23

答案 2 :(得分:1)

这是一个稍微有效的解决方案(抱歉它是JavaScript)。关键是只存储一次长度,在你的代码中,每当长度增加一个“startLength [start] = 1 + cnt - start”时你就要进行计算。

使用条件“if previous == 0 and r == 1”而不是“if previous == 1 and r == 1”。我减少了计算量,但我还必须在for循环之后添加一个“if r == 1”来捕捉最后的情况。

var test=[0,1,1,1,0,0,0,1,1,0,0,1,0];
function runs(arr) {
    var result = {};
    var start = 0;
    var previous = 0;
    var cnt = 0;
    var r = 0;
    for(; cnt<arr.length; cnt++) {
        var r = arr[cnt];
        if(r == 1 && previous == 0)
            start = cnt;
        if(r == 0 && previous == 1)
            result[start] = cnt - start;
        previous = r;
    }
    if(r == 1)
        result[start] = cnt - start;
    return result;
}
var result = runs(test);
for(var start in result)
    console.log("start " + start + " length " + result[start]);

EDIT 2 这是一个python基准测试,显示使用groupby函数(目前这个问题的最佳答案)要慢得多。

from itertools import groupby
from operator import itemgetter
import random
import time

lst = [ 1,1,1,1,1,0,0,0,0,0,0,0,1,1,1,1,0,0,0,0,0,0]

def makeList(size):
    random.seed()
    return [random.randint(0,1) for r in xrange(size)]


def runs1(lst, showOutput):
    startLength = {}
    for k,v in groupby(enumerate(lst),key=itemgetter(1)):
        if k:
            v = list(v)
            startLength[v[0][0]] = v[-1][0] + 1 - v[0][0]
    if showOutput == True:
        for s,l in startLength.iteritems():
            print s,l

def runs2(lst, showOutput):
    previous = 0
    cnt = 0
    startLength = {} 
    for r in lst: 
        if previous == 0 and r == 1:
            start = cnt
        if previous == 1 and r == 0: 
            startLength[start] = cnt - start
        previous = r
        cnt += 1
    if r == 1:
        startLength[start] = cnt - start
    if showOutput == True:
        for s,l in startLength.iteritems():
            print s,l

testList = makeList(10)
print "slow version"
runs1(testList, True)
print "fast version"
runs2(testList, True)

benchmarkList = makeList(10000)

start = time.time()
runs1(benchmarkList, False)
print "slow ", time.time() - start
start = time.time()
runs2(benchmarkList, False)
print "fast ", time.time() - start

start = time.time()
runs1(benchmarkList, False)
print "slow ", time.time() - start
start = time.time()
runs2(benchmarkList, False)
print "fast ", time.time() - start

start = time.time()
runs1(benchmarkList, False)
print "slow ", time.time() - start
start = time.time()
runs2(benchmarkList, False)
print "fast ", time.time() - start

答案 3 :(得分:-1)

如果将列表转换为字符串,则可以使用正则表达式。

import re
import random

int_list = [random.randint(0,1) for i in xrange(1000000)]
runs = re.findall('1+', ''.join(map(str, int_list) # get a list of one-runs

# Print their lengths.
for run in runs:
    print len(run)

# If you really need to know the indexes where the runs are found, instead use
runs = re.finditer('1+', ''.join(map(str, int_list) # get a list of matches
for run in runs:
    print 'Start:\t%s' % run.start()
    print 'End:\t%s' % run.end()
    print 'Length:\t%s' % run.end()-run.start()