Python直接赋值、浅拷贝和深度拷贝解析

  • 直接赋值:其实就是对象的引用(别名)
  • 浅拷贝:拷贝父对象,不会拷贝对象内部的子对象
  • 深拷贝:copy模块的deepcopy()方法,完全拷贝了父对象及其子对象
  1. 实例:
# -*- coding: UTF-8 -*-                                          
import copy
a = {1:[1,2,3]}
b = a 
c = a.copy()
d = copy.deepcopy(a)
print "a=",a
print "b=a:",b
print "c=a.copy():",c
print "d=a.deepcopy():",d
print

a[1].append(4)
print "a=",a
print "b=a:",b
print "c=a.copy():",c
print "d=a.deepcopy():",d
print

a[2]='xyz'

print "a=",a
print "b=a:",b
print "c=a.copy():",c
print "d=a.deepcopy():",d
print

输出:

helloworld@LG-virtual-machine:~/code$ python test.py 
a= {1: [1, 2, 3]}
b=a: {1: [1, 2, 3]}
c=a.copy(): {1: [1, 2, 3]}
d=a.deepcopy(): {1: [1, 2, 3]}

a= {1: [1, 2, 3, 4]}
b=a: {1: [1, 2, 3, 4]}
c=a.copy(): {1: [1, 2, 3, 4]}
d=a.deepcopy(): {1: [1, 2, 3]}

a= {1: [1, 2, 3, 4], 2: 'xyz'}
b=a: {1: [1, 2, 3, 4], 2: 'xyz'}
c=a.copy(): {1: [1, 2, 3, 4]}
d=a.deepcopy(): {1: [1, 2, 3]}

解析:

  • b = a: 赋值引用,a 和 b 都指向同一个对象
    b=a
  • b=a.copy():浅拷贝, a 和 b 是一个独立的对象,但他们的子对象还是指向统一对象(是引用)
    b=a.copy()
  • b = copy.deepcopy(a):深度拷贝, a 和 b 完全拷贝了父对象及其子对象,两者是完全独立的。
    b=copy.deepcopy(a)

参考:http://www.runoob.com/w3cnote/python-understanding-dict-copy-shallow-or-deep.html

原文地址:https://www.cnblogs.com/qiulinzhang/p/9513637.html