Shallow Copy & Deep Copy in Python (6)
Super Kai (Kazuya Ito)

Super Kai (Kazuya Ito) @hyperkai

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Shallow Copy & Deep Copy in Python (6)

Publish Date: Jun 16
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*Memos:

  • My post explains an iterator (1).
  • My post explains the shallow and deep copy of a list.
  • My post explains the shallow and deep copy of a tuple.
  • My post explains the shallow copy of the set with a tuple.
  • My post explains the shallow and deep copy of the set with an iterator.
  • My post explains the shallow and deep copy of a dictionary.
  • My post explains variable assignment.

Normal Copy:

*Memos:

  • v1 and v2 refer to the same shallow and deep iterator.
  • is keyword can check if v1 and v2 refer to the same iterator.
     # Shallow iterator
#    ↓↓↓↓↓↓           ↓↓ 
v1 = iter([iter(['a'])])
v2 = v1  # ↑↑↑↑↑↑↑↑↑↑↑
         # Deep iterator
print(v1) # <list_iterator object at 0x0000029DDFFB7D30>
print(v2) # <list_iterator object at 0x0000029DDFFB7D30>
print(v1 is v2) # True

print(next(v1)) # <list_iterator object at 0x0000029DDEC54E50>
print(next(v2)) # StopIteration:
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Shallow Copy:

copy() can do shallow copy as shown below:

*Memos:

  • v1 and v2 refer to different shallow iterators.
  • v1 and v2 refer to the same deep iterator.
from copy import copy

v1 = iter([iter(['a'])])
v2 = copy(v1) # Here

print(v1) # <list_iterator object at 0x0000029DE015CDC0>
print(v2) # <list_iterator object at 0x0000029DE015F340>
print(v1 is v2) # False

v3 = next(v1)
v4 = next(v2)

print(v3) # <list_iterator object at 0x0000029DD4BF82E0>
print(v4) # <list_iterator object at 0x0000029DD4BF82E0>
print(v3 is v4) # True

print(next(v3)) # a
print(next(v4)) # StopIteration:
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Deep Copy:

deepcopy() can do deep copy as shown below:

*Memos:

  • v1 and v2 refer to the different shallow and deep iterators.
  • deepcopy() should be used because it's safe, doing copy deeply.
from copy import deepcopy

v1 = iter([iter(['a'])])
v2 = deepcopy(v1) # Here

print(v1) # <list_iterator object at 0x0000029DDF283E80>
print(v2) # <list_iterator object at 0x0000029DDF282080>
print(v1 is v2) # False

v3 = next(v1)
v4 = next(v2)

print(v3) # <list_iterator object at 0x0000029DDF279D50>
print(v4) # <list_iterator object at 0x0000029DDF283FA0>
print(v3 is v4) # False

print(next(v3)) # a
print(next(v4)) # a
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The below with copy() which can do shallow copy is equivalent to the above:

from copy import copy

v1 = iter([iter(['a'])])
v2 = copy(v1) # Here

print(v1) # <list_iterator object at 0x0000029DDFF4D7E0>
print(v2) # <list_iterator object at 0x0000029DDFF4D2D0>
print(v1 is v2) # False

v3 = copy(next(v1)) # Here
v4 = copy(next(v2)) # Here

print(v3) # <list_iterator object at 0x0000029DDFF4CEE0>
print(v4) # <list_iterator object at 0x0000029DDF283E80>
print(v3 is v4) # False

print(next(v3)) # a
print(next(v4)) # a
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Additionally, the below is a 3D iterator:

from copy import deepcopy

v1 = iter([iter([iter(['a'])])])
v2 = deepcopy(v1) # Here

print(v1) # <list_iterator object at 0x0000029DDF281EA0>
print(v2) # <list_iterator object at 0x0000029DDEAECB20>
print(v1 is v2) # False

v3 = next(v1)
v4 = next(v2)

print(v3) # <list_iterator object at 0x0000029DDF282FE0>
print(v4) # <list_iterator object at 0x0000029DDFF4F760>
print(v3 is v4) # False

v5 = next(v3)
v6 = next(v4)

print(v5) # <list_iterator object at 0x0000029DDEECEA40>
print(v6) # <list_iterator object at 0x0000029DDFF4FAC0>
print(v5 is v6) # False

print(next(v5)) # a
print(next(v6)) # a
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