python - 从逗号分隔的行创建字典,包含嵌套值

时间:2014-02-24 18:13:22

标签: python parsing input dictionary

我的格式是这样的:

line = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]'

我想将这些值提取到字典中,得到这样的结果:

{
'A': '15',
'B': '8',
'C': 'false',
'D': '[somevar, a=0.1, b=77, c=true]'
}

如果不是D值,我可以使用这样简单的方法:

result = dict(e.split('=') for e in line.split(', '))

但鉴于D包含', '作为分隔符,我得到了一个混乱

{
'A': '15',
'B': '8',
'C': 'false',
'D': '[somevar',
'a': '0.1',
'b': '77',
'c': 'true]'
}

我会很感激任何建议 - 我还没有试过regexps,但是这个东西必须很快,因为有几十GB这样的线路,而且我担心regexping会减慢很多...

编辑:基准

我已将下面的大部分答案包含在函数中,并使用ipython的%timeit魔术函数来衡量执行时间。

测试文件是通过简单地在RAM中的tmpfs创建的:

 for i in {1..1000000}; do echo 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]' >> test_file; done

这就是整个测试程序的样子:

import shlex
import re

def kalgasnik(line):
    lexer = shlex.shlex(line)
    lexer.wordchars += '.'
    values = [['']]
    stack = [values]
    for token in lexer:
        if token == ',':
            stack[-1] += [['']]
        elif token == '=':
            stack[-1][-1] += ['']
        elif token == '[':
            v = [['']]
            stack[-1][-1][-1] = v
            stack += [v]
        elif token == ']':
            sub = stack.pop()
            stack[-1][-1][-1] = {v[0]: v[1] if len(v) > 1 else None for v in sub}
        else:
            stack[-1][-1][-1] += token
    values = {v[0]: v[1] if len(v) > 1 else None for v in values}

    return values

def roberto(myline):
    mydict = {}
    parsecheck = {'(':1, '[':1, '{':1, ')':-1, ']':-1, '}':-1}
    parsecount = 0
    chargroup = ''
    myline = myline + ','
    for thischar in myline:
        parsecount += parsecheck.get(thischar, 0)
        if parsecount == 0:
            if thischar == '=':
                thiskey = chargroup.strip()
                chargroup = ''
            elif thischar == ',':
                mydict[thiskey] = chargroup
                chargroup = ''
            else:
                chargroup += thischar
        else:
            chargroup += thischar

    return mydict       

def xavier(line):
    regexp = r'(\w*)=(\[[^\]]*\]|[^,]*),?\s*'
    outdict = dict((match.group(1),match.group(2)) for match in re.finditer(regexp,line))

    return outdict

def wim(line):
    outdict = dict(x.split('=', 1) for x in shlex.split(line.replace("[", "'[").replace("]", "]'")))

    return outdict

def gorkypl(line):
    outdict = dict(e.split('=') for e in line.split(', '))

    return outdict

def run_test(method):
    with open('test_file', 'r') as infile:
        for line in infile:
            method(line)

以下是结果:

%timeit run_test(kalgasnik)
1 loops, best of 3: 3min 52s per loop

%timeit run_test(roberto)
1 loops, best of 3: 30.2 s per loop

%timeit run_test(xavier)
1 loops, best of 3: 12.1 s per loop

%timeit run_test(wim)
1 loops, best of 3: 2min 41 s per loop

为了便于比较,纯粹基于split的( not-working-correct )原始想法。

%timeit run_test(gorkypl)
1 loops, best of 3: 8.27 s per loop

所以,基本上,Xavier的基于正则表达式的解决方案不仅是最灵活的,而且是最快的解决方案,并不比基于split()的朴素方法慢得多。

非常感谢你!

5 个答案:

答案 0 :(得分:4)

当且仅当没有嵌套括号时,它才非常适合正则表达式。

import re

line = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]'

regexp = r'(\w*)=(\[[^\]]*\]|[^,]*),?\s*'
print(dict((match.group(1),match.group(2)) for match in re.finditer(regexp,line)))

输出

{'A': '15', 'C': 'false', 'B': '8', 'D': '[somevar, a=0.1, b=77, c=true]'}

关于你对不快速的恐惧,不要假设。 由于正则表达式是优化的C(除了少数病理情况),你几乎没有机会做得更好。

答案 1 :(得分:1)

传递输入字符串一次并检查列表段。

  1. 检查当前字符是否等于'['
  2. 如果[找到替换所有=并且,使用不同的唯一字符直到找到]
  3. result = dict(e.split('=')for e in line.split(','))on modified input string
  4. 如果列表可以嵌套,用计数器跟踪深度。

    这将转为

    line = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]'
    

    line = 'A=15, B=8, C=false, D=[somevar! a?0.1! b?77! c?true]'
    

    生成结果后才更换?而且!与=和,再次

    编辑:不要使用普通字符,而是控制字符以避免冲突

答案 2 :(得分:1)

作为不必要的复杂性的样本:

import shlex
line = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=[A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]]]'
lexer = shlex.shlex(line)
lexer.wordchars += '.'
values = [['']]
stack = [values]
for token in lexer:
    if token == ',':
        stack[-1] += [['']]
    elif token == '=':
        stack[-1][-1] += ['']
    elif token == '[':
        v = [['']]
        stack[-1][-1][-1] = v
        stack += [v]
    elif token == ']':
        sub = stack.pop()
        stack[-1][-1][-1] = {v[0]: v[1] if len(v) > 1 else None for v in sub}
    else:
        stack[-1][-1][-1] += token
values = {v[0]: v[1] if len(v) > 1 else None for v in values}

结果:

>>> line
'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=[A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]]]'

>>> values
{'A': '15',
 'B': '8',
 'C': 'false',
 'D': {'a': '0.1',
       'b': '77',
       'c': {'A': '15',
             'B': '8',
             'C': 'false',
             'D': {'a': '0.1', 'b': '77', 'c': 'true', 'somevar': None}},
       'somevar': None}}

答案 3 :(得分:0)

如何使用'='将其作为csv

读取
>>> line = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]'
>>> mod_line = line.replace('[','"') #replace [ and ] with " so it can be used as a csv quote char
>>> mod_line = mod_line.replace(']','"')
>>> lines_list = []
>>> lines_list.append(mod_line) #put line into an interable object for csv reader
>>> import csv
>>> reader = csv.reader(lines_list, delimiter='=', quotechar='"')
>>> for row in reader:
...     print(row) # or you could call a function that will turn the returned list into the dictionary you are after
...
['A', '15, B', '8, C', 'false, D', 'somevar, a=0.1, b=77, c=true']

答案 4 :(得分:0)

这可能不是很漂亮,但是它可以工作 - 也许可以将它作为更多Python风格的起点?

myline = 'A=15, B=8, C=false, D=[somevar, a=0.1, b=77, c=true]'

def separate(myline):
    mydict = {}
    parsecheck = {'(':1, '[':1, '{':1, ')':-1, ']':-1, '}':-1}
    parsecount = 0
    chargroup = ''
    myline = myline + ',' # So all the entries end with a ','
    for thischar in myline:
        parsecount += parsecheck.get(thischar, 0)
        if parsecount == 0 and thischar in '=,':
            if thischar == '=':
                thiskey = chargroup.strip()
            elif thischar == ',':
                mydict[thiskey] = chargroup
            chargroup = ''
        else:
            chargroup += thischar
    return mydict

print separate(myline)

[编辑以清理代码]

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