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Super Kai (Kazuya Ito)
Super Kai (Kazuya Ito)

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Shallow copy & Deep copy in Python (2)

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*Memo for shallow and deep copy:

*Memo for others:


The same tuple is referred to, not shallow-copied and deep-copied.


A 2D tuple is experimented, doing assignment and shallow and deep copy as shown below:

*Memo:

  • A 2D tuple cannot be shallow-copied and deep-copied.
  • There are an assignment and 2 kinds of copies, shallow copy and deep copy:
    • An assignment is to create the one or more references to the original top level object and (optional) original lower levels' objects, keeping the same values as before.
    • A shallow copy is to create the one or more references to the new top level object and (optional) original lower levels' objects, keeping the same values as before.
    • A deep copy is to create the two or more references to the new top level object and the new lower levels' objects which you desire but at least the new 2nd level objects, keeping the same values as before:
      • A deep copy is the multiple recursions of a shallow copy so a deep copy can be done with multiple shallow copies.
    • Basically, immutable(hashable) objects aren't copied to save memory like str, bytes, int, float, complex, bool and tuple.

<Assignment>:

*Memo:

  • v1 and v2 refer to the same outer and inner tuple.
  • is keyword can check if v1 and v2 refer to the same outer and/or inner tuple.

A 2D tuple is assigned to a variable without copied as shown below:

     ##### Outer tuple ####
#    ↓↓↓↓↓↓↓↓↓↓↓          ↓ 
v1 = ('A', 'B', ('C', 'D'))
v2 = v1       # ↑↑↑↑↑↑↑↑↑↑ Inner tuple

print(v1) # ('A', 'B', ('C', 'D'))
print(v2) # ('A', 'B', ('C', 'D'))

print(v1 is v2, v1[2] is v2[2])
# True True
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<Shallow copy>:

*Memo:

  • v1 and v2 refer to the same outer and inner tuple.

copy.copy() cannot shallow-copy a 2D tuple as shown below:

import copy

v1 = ('A', 'B', ('C', 'D'))
v2 = copy.copy(v1)

print(v1) # ('A', 'B', ('C', 'D'))
print(v2) # ('A', 'B', ('C', 'D'))

print(v1 is v2, v1[2] is v2[2])
# True True
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tuple() cannot shallow-copy a 2D tuple as shown below:

v1 = ('A', 'B', ('C', 'D'))
v2 = tuple(v1)

print(v1) # ('A', 'B', ('C', 'D'))
print(v2) # ('A', 'B', ('C', 'D'))

print(v1 is v2, v1[2] is v2[2])
# True True
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Slicing cannot shallow-copy the 2D tuple as shown below:

v1 = ('A', 'B', ('C', 'D'))
v2 = v1[:]

print(v1) # ('A', 'B', ('C', 'D'))
print(v2) # ('A', 'B', ('C', 'D'))

print(v1 is v2, v1[2] is v2[2])
# True True
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<Deep copy>:

*Memo:

  • v1 and v2 refer to the same outer and inner tuple.

copy.deepcopy() cannot deep-copy a 2D tuple as shown below:

import copy

v1 = ('A', 'B', ('C', 'D'))
v2 = copy.deepcopy(v1)

print(v1) # ('A', 'B', ('C', 'D'))
print(v2) # ('A', 'B', ('C', 'D'))

print(v1 is v2, v1[2] is v2[2])
# True True
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Additionally, copy.deepcopy() cannot deep-copy and even shallow-copy a 3D tuple as shown below:

import copy

v1 = ('A', 'B', ('C', ('D',)))
v2 = copy.deepcopy(v1)

print(v1) # ('A', 'B', ('C', ('D',)))
print(v2) # ('A', 'B', ('C', ('D',)))

print(v1 is v2, v1[2] is v2[2], v1[2][1] is v2[2][1])
# True True True
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