Three way dictionary deep merge in python

Question

I would like to merge two dictionaries A and B, knowing a common previous state C of both dictionaries. I need the merge to occur in subdictionaries too. In the case of real conflict, I need an exception to be raised.

1 - In the following example, the merge method should understand that A and B edited different items, and thus the merge should not raise a conflict

C = {"x": 0, "y": 0}
A = {"x": 1, "y": 0} # Edit x, but not y
B = {"x": 0, "y": 1} # Edit y, but not x
# merge(A, B, C) => {"x": 1, "y": 1}

2 - The function needs to be able to deal with new items and deleted items

C = {"x": 0}
A = {"x": 0, "y": 0} # Add y, keep x untouched
B = {}               # Delete x
# merge(A, B, C) => {"y": 0}

3 - The function should raise an exception when a real conflict occurs

C = {"x": 0}
A = {"x": 1}         # Edit x 
B = {"x": 2}         # Also edit x
# merge(A, B, C) => raise Exception

C = {"x": 0}
A = {"x": 1}         # Edit x 
B = {}               # Delete x
# merge(A, B, C) => raise Exception

4 - The function should work recursively

C = {"deeper": {"x": 0, "y": 0}}
A = {"deeper": {"x": 1, "y": 0}} # Edit deeper["x"], but not deeper["y"]
B = {"deeper": {"x": 0, "y": 1}} # Edit deeper["y"], but not deeper["x"]
# merge(A, B, C) => {"deeper": {"x": 1, "y": 1}}

What's the best approach to implement such a merge function?

blhsing · Accepted Answer

You can convert all the dict items into sets, use the intersection of keys from the symmetric differences to C to find conflicts, and use a union of the 3 sets' intersection (common items) and the differences to C to obtain the merge. Recursively merge sub-dicts that are common to A, B and C, convert sub-dicts into tuples of item pairs to allow them to be hashable and convertible into sets, and then convert them back to dicts after merge.

EDIT: In case the dict values are unhashable objects such as a set, you would have to serialize the values (I recommend using pickle as a serializer since it has native support from Python) before you can convert the dict items into a set, and de-serialize them after the merge:

import pickle

def merge(a, b, c):
    # recursively merge sub-dicts that are common to a, b and c
    for k in a.keys() & b.keys() & c.keys():
        if all(isinstance(d.get(k), dict) for d in (a, b, c)):
            a[k] = b[k] = c[k] = merge(a[k], b[k], c[k])
    # convert sub-dicts into tuples of item pairs to allow them to be hashable
    for d in a, b, c:
        for k, v in d.items():
            if isinstance(v, dict):
                d[k] = tuple(v.items())
    # convert all the dict items into sets
    set_a, set_b, set_c = (set((k, pickle.dumps(v)) for k, v in d.items()) for d in (a, b, c))
    # intersect keys from the symmetric set differences to c to find conflicts
    for k in set(k for k, _ in set_a ^ set_c) & set(k for k, _ in set_b ^ set_c):
        # it isn't really a conflict if the new values of a and b are the same
        if a.get(k) != b.get(k) or (k in a) ^ (k in b):
            raise ValueError("Conflict found in key %s" % k)
    # merge the dicts by union'ing the differences to c with the common items
    d = dict(set_a & set_b & set_c | set_a - set_c | set_b - set_c)
    # convert the tuple of items back to dicts for output
    for k, v in d.items():
        v = pickle.loads(v)
        if isinstance(v, tuple):
            d[k] = dict(v)
        else:
            d[k] = v
    return d

so that:

C = {"x": 0, "y": 0}
A = {"x": 1, "y": 0} # Edit x, but not y
B = {"x": 0, "y": 1} # Edit y, but not x
print(merge(A, B, C))
C = {"x": 0}
A = {"x": 0, "y": 0} # Add y, keep x untouched
B = {}               # Delete x
print(merge(A, B, C))
C = {"x": 0}
A = {"x": 1}  # Edit x
B = {"x": 1}  # Edit x with the same value
print(merge(A, B, C))
C = {"deeper": {"x": 0, "y": {3, 4}}}
A = {"deeper": {"x": {1, 2}, "y": {4, 3}}} # Edit deeper["x"], but not deeper["y"]
B = {"deeper": {"x": 0, "y": 1}} # Edit deeper["y"], but not deeper["x"]
print(merge(A, B, C))
C = {"deeper": 1}
A = {"deeper": {"x": 0, "y": 1}} # Edit deeper and turn it into a dict
B = {"deeper": 1, "x": 2} # Add x, keep deeper untouched
print(merge(A, B, C))
C = {"deeper": {"x": 0, "y": 1}}
A = {"deeper": {"x": 0, "y": 1}} # Keep deeper untouched
B = {"deeper": 1} # Turn deeper into a scalar
print(merge(A, B, C))

would output:

{'x': 1, 'y': 1}
{'y': 0}
{'x': 1}
{'deeper': {'x': {1, 2}, 'y': 1}}
{'deeper': {'x': 0, 'y': 1}, 'x': 2}
{'deeper': 1}

while:

C = {"x": 0}
A = {"x": 1}         # Edit x
B = {"x": 2}         # Edit x with a different value
print(merge(A, B, C))

would raise:

ValueError: Conflict found in key x

and:

C = {"deeper": {"x": 0, "y": 1}}
A = {"deeper": {"x": 0, "y": 2}} # Edit deeper["y"], but not deeper["x"]
B = {"deeper": 1} # Turn deeper into a scalar
print(merge(A, B, C))

would raise:

ValueError: Conflict found in key deeper

Three way dictionary deep merge in python

Answers (2)

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