我需要合并多个字典,这是我有例如:
dict1 = {1:{"a":{A}}, 2:{"b":{B}}}
dict2 = {2:{"c":{C}}, 3:{"d":{D}}}
A、B、C和D是树的叶子,比如{"info1":"value", "info2":"value2"}
字典的级别(深度)未知,可能是{2:{"c":{"z":{"y":{c}}}}}
在我的例子中,它表示一个目录/文件结构,节点是文档,叶子是文件。
我想将它们合并得到:
dict3 = {1:{"a":{A}}, 2:{"b":{B},"c":{C}}, 3:{"d":{D}}}
我不确定如何用Python轻松做到这一点。
class Utils(object):
"""
>>> a = { 'first' : { 'all_rows' : { 'pass' : 'dog', 'number' : '1' } } }
>>> b = { 'first' : { 'all_rows' : { 'fail' : 'cat', 'number' : '5' } } }
>>> Utils.merge_dict(b, a) == { 'first' : { 'all_rows' : { 'pass' : 'dog', 'fail' : 'cat', 'number' : '5' } } }
True
>>> main = {'a': {'b': {'test': 'bug'}, 'c': 'C'}}
>>> suply = {'a': {'b': 2, 'd': 'D', 'c': {'test': 'bug2'}}}
>>> Utils.merge_dict(main, suply) == {'a': {'b': {'test': 'bug'}, 'c': 'C', 'd': 'D'}}
True
"""
@staticmethod
def merge_dict(main, suply):
"""
获取融合的字典,以main为主,suply补充,冲突时以main为准
:return:
"""
for key, value in suply.items():
if key in main:
if isinstance(main[key], dict):
if isinstance(value, dict):
Utils.merge_dict(main[key], value)
else:
pass
else:
pass
else:
main[key] = value
return main
if __name__ == '__main__':
import doctest
doctest.testmod()
在不影响输入字典的情况下返回一个合并。
def _merge_dicts(dictA: Dict = {}, dictB: Dict = {}) -> Dict:
# it suffices to pass as an argument a clone of `dictA`
return _merge_dicts_aux(dictA, dictB, copy(dictA))
def _merge_dicts_aux(dictA: Dict = {}, dictB: Dict = {}, result: Dict = {}, path: List[str] = None) -> Dict:
# conflict path, None if none
if path is None:
path = []
for key in dictB:
# if the key doesn't exist in A, add the B element to A
if key not in dictA:
result[key] = dictB[key]
else:
# if the key value is a dict, both in A and in B, merge the dicts
if isinstance(dictA[key], dict) and isinstance(dictB[key], dict):
_merge_dicts_aux(dictA[key], dictB[key], result[key], path + [str(key)])
# if the key value is the same in A and in B, ignore
elif dictA[key] == dictB[key]:
pass
# if the key value differs in A and in B, raise error
else:
err: str = f"Conflict at {'.'.join(path + [str(key)])}"
raise Exception(err)
return result
灵感来自@andrew cooke的解决方案
当然,代码将取决于您解决合并冲突的规则。这里有一个版本,它可以接受任意数量的参数,并递归地将它们合并到任意深度,而不使用任何对象突变。它使用以下规则来解决合并冲突:
字典优先于非字典值({"foo":{…}}优先于{"foo": "bar"})
后面的参数优先于前面的参数(如果按顺序合并{"a": 1}, {"a", 2}和{"a": 3},结果将是{"a": 3})
try:
from collections import Mapping
except ImportError:
Mapping = dict
def merge_dicts(*dicts):
"""
Return a new dictionary that is the result of merging the arguments together.
In case of conflicts, later arguments take precedence over earlier arguments.
"""
updated = {}
# grab all keys
keys = set()
for d in dicts:
keys = keys.union(set(d))
for key in keys:
values = [d[key] for d in dicts if key in d]
# which ones are mapping types? (aka dict)
maps = [value for value in values if isinstance(value, Mapping)]
if maps:
# if we have any mapping types, call recursively to merge them
updated[key] = merge_dicts(*maps)
else:
# otherwise, just grab the last value we have, since later arguments
# take precedence over earlier arguments
updated[key] = values[-1]
return updated
这里有一个使用生成器的简单方法:
def mergedicts(dict1, dict2):
for k in set(dict1.keys()).union(dict2.keys()):
if k in dict1 and k in dict2:
if isinstance(dict1[k], dict) and isinstance(dict2[k], dict):
yield (k, dict(mergedicts(dict1[k], dict2[k])))
else:
# If one of the values is not a dict, you can't continue merging it.
# Value from second dict overrides one in first and we move on.
yield (k, dict2[k])
# Alternatively, replace this with exception raiser to alert you of value conflicts
elif k in dict1:
yield (k, dict1[k])
else:
yield (k, dict2[k])
dict1 = {1:{"a":"A"},2:{"b":"B"}}
dict2 = {2:{"c":"C"},3:{"d":"D"}}
print dict(mergedicts(dict1,dict2))
这个打印:
{1: {'a': 'A'}, 2: {'c': 'C', 'b': 'B'}, 3: {'d': 'D'}}
这里我有另一个稍微不同的解决方案:
def deepMerge(d1, d2, inconflict = lambda v1,v2 : v2) :
''' merge d2 into d1. using inconflict function to resolve the leaf conflicts '''
for k in d2:
if k in d1 :
if isinstance(d1[k], dict) and isinstance(d2[k], dict) :
deepMerge(d1[k], d2[k], inconflict)
elif d1[k] != d2[k] :
d1[k] = inconflict(d1[k], d2[k])
else :
d1[k] = d2[k]
return d1
默认情况下,它解决冲突,支持来自第二个字典的值,但您可以很容易地覆盖这一点,使用一些巫术,您甚至可以抛出异常。:)。
这实际上是相当棘手的-特别是如果你想要一个有用的错误消息时,事情是不一致的,同时正确地接受重复但一致的条目(这是这里没有其他答案做的..)。
假设你没有大量的条目,递归函数是最简单的:
from functools import reduce
def merge(a, b, path=None):
"merges b into a"
if path is None: path = []
for key in b:
if key in a:
if isinstance(a[key], dict) and isinstance(b[key], dict):
merge(a[key], b[key], path + [str(key)])
elif a[key] == b[key]:
pass # same leaf value
else:
raise Exception('Conflict at %s' % '.'.join(path + [str(key)]))
else:
a[key] = b[key]
return a
# works
print(merge({1:{"a":"A"},2:{"b":"B"}}, {2:{"c":"C"},3:{"d":"D"}}))
# has conflict
merge({1:{"a":"A"},2:{"b":"B"}}, {1:{"a":"A"},2:{"b":"C"}})
注意,这会使a发生变化——b的内容被添加到a(也会返回a)。如果你想保留a,你可以叫它merge(dict(a) b)
Agf指出(下面),你可能有两个以上的字典,在这种情况下,你可以使用:
reduce(merge, [dict1, dict2, dict3...])
所有内容都将被添加到dict1中。
注意:我编辑了我的初始答案以改变第一个参数;这使得“reduce”更容易解释