Only for educational purposes, I'm trying to implement a clone function of copy.deepcopy()
.
After some fun playing with the code and googling around, I came up with the following function:
def my_deepcopy(data):
if isinstance(data, dict):
result = {}
for key, value in data.items():
result[key] = my_deepcopy(value)
assert id(result) != id(data)
elif isinstance(data, list):
result = []
for item in data:
result.append(my_deepcopy(item))
assert id(result) != id(data)
elif isinstance(data, tuple):
aux = []
for item in data:
aux.append(my_deepcopy(item))
result = tuple(aux)
assert id(result) != id(data)
elif isinstance(data, (int, float, type(None), str, bool)):
result = data
else:
raise ValueError("unexpected type")
return result
It seems to work with all Python primitive types and its combinations:
# Various object types
lst_obj = [ 0, 1.1, 'foo', 'bar' ]
dict_obj = { 'zero' : 0, 'pi' : 3.1415, 'desc' : 'foobar' }
list_list_obj = [ [1,2,3], [4,5,6], [7,8,9] ]
tuple_list_obj = [ (-1,-1), (0,-1,0), (-1,0), (0,0,0,0) ]
dict_list_obj = [ {'zero' : 0}, {'pi' : 3.1415}, {'desc' : 'foobar'} ]
# Testing
my_deepcopy( lst_obj ) #OK!
my_deepcopy( dict_obj ) #OK!
my_deepcopy( list_list_obj ) #OK!
my_deepcopy( tuple_list_obj ) #OK!
my_deepcopy( dict_list_obj ) #OK!
So far, so good, but what about Arbitrary Types
? How do I duplicate the instance of an arbitrary object ? How do I detect it ? Do arbitrary types have any kind of copy constructor ?
What is missing in my function for the following code to work:
class Xpto:
pass
arbitrary = [ Xpto(), Xpto() ]
my_deepcopy( arbitrary ) #ValueError("unexpected type")
You can do some "Category Checking" for a better design of your function, searching for Sequence or Mapping trough the the __dict__
attribute of arbitrary objects:
>>> import collections
>>> isinstance([], collections.Sequence)
True
>>> isinstance((), collections.Sequence)
True
>>> isinstance('foo', collections.Sequence)
True
>>> isinstance({}, collections.Mapping)
True
>>> isinstance(23, collections.Sequence)
False
>>> isinstance(None, collections.Sequence)
False
Also check for the __class__
or __name__
attribute, to check if the object was instantiated from some class type that is not in your if statements for example:
def my_deepcopy(data):
if isinstance(data, dict):
result = {}
for key, value in data.items():
result[key] = my_deepcopy(value)
assert id(result) != id(data)
elif isinstance(data, list):
result = []
for item in data:
result.append(my_deepcopy(item))
assert id(result) != id(data)
elif isinstance(data, tuple):
aux = []
for item in data:
aux.append(my_deepcopy(item))
result = tuple(aux)
assert id(result) != id(data)
elif isinstance(data, (int, float, type(None), str, bool)):
result = data
elif hasattr(data, '__name__'):#Its a function or a class
auxObj = data.__class__() #Assuming it has not __init__ method defined
auxDict = {}
for key, value in data.__dict__:
auxDict[key] = my_deepcopy(value)
assert id(result) != id(data)
else:
raise ValueError("unexpected type")
return result
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