Python 中的闭包

1闭包定义: 2 如果在一个内部函数里,对在外部作用于(但不是在全局作用域)的变量进行引用,那么内部函数就被认为是闭包

Python 中的闭包

原文出处: 田小计划

闭包(closure)是函数式编程的重要的语法结构,Python也支持这一特性,下面就开始介绍Python中的闭包。

首先看看闭包的概念:闭包(Closure)是词法闭包(Lexical Closure)的简称,是引用了自由变量的函数。这个被引用的自由变量将和这个函数一同存在,即使已经离开了创造它的环境也不例外。所以,闭包是由函数和与其相关的引用环境组合而成的实体。

在开始介绍闭包之前先看看Python中的namespace。

Python中的namespace

Python中通过提供 namespace 来实现重名函数/方法、变量等信息的识别,其一共有三种 namespace,分别为:

  • local namespace: 作用范围为当前函数或者类方法
  • global namespace: 作用范围为当前模块
  • build-in namespace: 作用范围为所有模块

当函数/方法、变量等信息发生重名时,Python会按照 “local namespace -> global namespace -> build-in namespace”的顺序搜索用户所需元素,并且以第一个找到此元素的 namespace 为准。

同时,Python中的内建函数locals()和globals()可以用来查看不同namespace中定义的元素。

看一个例子:

Python

s = "string in global" num = 99 def numFunc(a, b): num = 100 print "print s in numFunc: ", s def addFunc(a, b): s = "string in addFunc" print "print s in addFunc: ", s print "print num in addFunc: ", num print "locals of addFunc: ", locals() print return "%d + %d = %d" %(a, b, a + b) print "locals of numFunc: ", locals() print return addFunc(a, b) numFunc(3, 6) print "globals: ", globals()

<table class="crayon-table "><tbody><tr class="crayon-row"><td class="crayon-nums"><div class="crayon-nums-content" style="font-size:13px!important; line-height:15px!important"><div class="crayon-num">1</div><div class="crayon-num crayon-striped-num">2</div><div class="crayon-num">3</div><div class="crayon-num crayon-striped-num">4</div><div class="crayon-num">5</div><div class="crayon-num crayon-striped-num">6</div><div class="crayon-num">7</div><div class="crayon-num crayon-striped-num">8</div><div class="crayon-num">9</div><div class="crayon-num crayon-striped-num">10</div><div class="crayon-num">11</div><div class="crayon-num crayon-striped-num">12</div><div class="crayon-num">13</div><div class="crayon-num crayon-striped-num">14</div><div class="crayon-num">15</div><div class="crayon-num crayon-striped-num">16</div><div class="crayon-num">17</div><div class="crayon-num crayon-striped-num">18</div><div class="crayon-num">19</div><div class="crayon-num crayon-striped-num">20</div><div class="crayon-num">21</div></div></td><td class="crayon-code"><div class="crayon-pre"><div class="crayon-line" id="crayon-5a690da205b87617993370-1"><span class="crayon-v">s</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-s">"string in global"</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-2"><span class="crayon-v">num</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-cn">99</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-3">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-4"><span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">numFunc</span> <span class="crayon-sy">(</span> <span class="crayon-v">a</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">b</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-5"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-v">num</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-cn">100</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-6"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"print s in numFunc: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-i">s</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-7">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-8"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">addFunc</span> <span class="crayon-sy">(</span> <span class="crayon-v">a</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">b</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-9"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-v">s</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-s">"string in addFunc"</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-10"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"print s in addFunc: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-i">s</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-11"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"print num in addFunc: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-e">num</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-12"><span class="crayon-e">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"locals of addFunc: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-k">locals</span> <span class="crayon-sy">(</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-13"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span><span class="crayon-h"></span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-14"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-st">return</span> <span class="crayon-h"></span><span class="crayon-s">"%d + %d = %d"</span> <span class="crayon-h"></span><span class="crayon-o">%</span> <span class="crayon-sy">(</span> <span class="crayon-v">a</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">b</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">a</span> <span class="crayon-h"></span><span class="crayon-o">+</span> <span class="crayon-h"></span><span class="crayon-v">b</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-15">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-16"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"locals of numFunc: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-k">locals</span> <span class="crayon-sy">(</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-17"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span><span class="crayon-h"></span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-18"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-st">return</span> <span class="crayon-h"></span><span class="crayon-e">addFunc</span> <span class="crayon-sy">(</span> <span class="crayon-v">a</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">b</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-19">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b87617993370-20"><span class="crayon-e">numFunc</span> <span class="crayon-sy">(</span> <span class="crayon-cn">3</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-cn">6</span> <span class="crayon-sy">)</span> <span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span></div><div class="crayon-line" id="crayon-5a690da205b87617993370-21"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"globals: "</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-k">globals</span> <span class="crayon-sy">(</span> <span class="crayon-sy">)</span></div></div></td></tr></tbody></table>

上面代码的结果为:

代码中通过locals()和globals()获取了不同namespace中定义的元素,当在”numFunc”函数中访问s变量的时候,由于local namespace中没有定义s,所以会找到global中的s;但是,由于”addFunc”的local namespace中有s,所以可以直接使用。

Python创建闭包

下面通过一个例子一步一步分析一下Python如何实现闭包。

一个闭包的例子

下面看一个闭包的简单的例子,例子中定义了一个可以配置打招呼的函数”greeting_conf”,在这个函数中,内嵌了一个”greeting”的内嵌函数:

Python

def greeting_conf(prefix): def greeting(name): print prefix, name return greeting mGreeting = greeting_conf("Good Morning") mGreeting("Wilber") mGreeting("Will") print aGreeting = greeting_conf("Good Afternoon") aGreeting("Wilber") aGreeting("Will")

<table class="crayon-table "><tbody><tr class="crayon-row"><td class="crayon-nums"><div class="crayon-nums-content" style="font-size:13px!important; line-height:15px!important"><div class="crayon-num">1</div><div class="crayon-num crayon-striped-num">2</div><div class="crayon-num">3</div><div class="crayon-num crayon-striped-num">4</div><div class="crayon-num">5</div><div class="crayon-num crayon-striped-num">6</div><div class="crayon-num">7</div><div class="crayon-num crayon-striped-num">8</div><div class="crayon-num">9</div><div class="crayon-num crayon-striped-num">10</div><div class="crayon-num">11</div><div class="crayon-num crayon-striped-num">12</div><div class="crayon-num">13</div><div class="crayon-num crayon-striped-num">14</div></div></td><td class="crayon-code"><div class="crayon-pre"><div class="crayon-line" id="crayon-5a690da205b93933177225-1"><span class="crayon-r">def&nbsp; </span><span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-v">prefix</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-2"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">&nbsp; greeting</span> <span class="crayon-sy">(</span> <span class="crayon-v">name</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-3"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-v">&nbsp; prefix</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-e">name</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-4"><span class="crayon-e">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-st">return</span> <span class="crayon-h"></span><span class="crayon-e">greeting</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-5">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-6"><span class="crayon-v">mGreeting</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Good Morning"</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-7"><span class="crayon-e">mGreeting</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Wilber"</span> <span class="crayon-sy">)</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-8"><span class="crayon-e">mGreeting</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Will"</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-9">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-10"><span class="crayon-k">print</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-11">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-12"><span class="crayon-v">aGreeting</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Good Afternoon"</span> <span class="crayon-sy">)</span> <span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span></div><div class="crayon-line" id="crayon-5a690da205b93933177225-13"><span class="crayon-e">aGreeting</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Wilber"</span> <span class="crayon-sy">)</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b93933177225-14"><span class="crayon-e">aGreeting</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Will"</span> <span class="crayon-sy">)</span></div></div></td></tr></tbody></table>

代码的结果为:

上面的代码有下面几个注意点:

  1. “greeting”函数访问了non-local的变量”prefix”,根据前面namespace的介绍,这点是完全合法的
  2. 变量”prefix”并没有随着函数的退出而销毁,反而是生命周期得到了延长

下面看看为什么变量”prefix”生命周期得到了延长?

__closure__属性

在Python中,函数对象有一个__closure__属性,我们可以通过这个属性看看闭包的一些细节。

Python

def greeting_conf(prefix): def greeting(name): print prefix, name return greeting mGreeting = greeting_conf("Good Morning") print dir(mGreeting) print mGreeting.__closure__ print type(mGreeting.__closure__[0]) print mGreeting.__closure__[0].cell_contents

<table class="crayon-table "><tbody><tr class="crayon-row"><td class="crayon-nums"><div class="crayon-nums-content" style="font-size:13px!important; line-height:15px!important"><div class="crayon-num">1</div><div class="crayon-num crayon-striped-num">2</div><div class="crayon-num">3</div><div class="crayon-num crayon-striped-num">4</div><div class="crayon-num">5</div><div class="crayon-num crayon-striped-num">6</div><div class="crayon-num">7</div><div class="crayon-num crayon-striped-num">8</div><div class="crayon-num">9</div><div class="crayon-num crayon-striped-num">10</div><div class="crayon-num">11</div></div></td><td class="crayon-code"><div class="crayon-pre"><div class="crayon-line" id="crayon-5a690da205b97781976860-1"><span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-v">prefix</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b97781976860-2"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">greeting</span> <span class="crayon-sy">(</span> <span class="crayon-v">name</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line" id="crayon-5a690da205b97781976860-3"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-v">prefix</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-e">name</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b97781976860-4"><span class="crayon-e">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-st">return</span> <span class="crayon-h"></span><span class="crayon-e">greeting</span></div><div class="crayon-line" id="crayon-5a690da205b97781976860-5">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b97781976860-6"><span class="crayon-v">mGreeting</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Good Morning"</span> <span class="crayon-sy">)</span> <span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span></div><div class="crayon-line" id="crayon-5a690da205b97781976860-7">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b97781976860-8"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-k">dir</span> <span class="crayon-sy">(</span> <span class="crayon-v">mGreeting</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b97781976860-9"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-v">mGreeting</span> <span class="crayon-sy">.</span> <span class="crayon-e">__closure__</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b97781976860-10"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-k">type</span> <span class="crayon-sy">(</span> <span class="crayon-v">mGreeting</span> <span class="crayon-sy">.</span> <span class="crayon-v">__closure__</span> <span class="crayon-sy">[</span> <span class="crayon-cn">0</span> <span class="crayon-sy">]</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b97781976860-11"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-v">mGreeting</span> <span class="crayon-sy">.</span> <span class="crayon-v">__closure__</span> <span class="crayon-sy">[</span> <span class="crayon-cn">0</span> <span class="crayon-sy">]</span> <span class="crayon-sy">.</span> <span class="crayon-v">cell_contents</span></div></div></td></tr></tbody></table>

通过__closure__属性看到,它对应了一个tuple,tuple的内部包含了cell类型的对象。

对于这个例子,可以得到cell的值(内容)为”Good Morning”,也就是变量”prefix”的值。

从这里可以看到闭包的原理,当内嵌函数引用了包含它的函数(enclosing function)中的变量后,这些变量会被保存在enclosing function的__closure__属性中,成为enclosing function本身的一部分;也就是说,这些变量的生命周期会和enclosing function一样。

闭包和函数

闭包只是在表现形式上跟函数类似,但实际上不是函数。

Python

def greeting_conf(prefix): def greeting(name): print prefix, name return greeting mGreeting = greeting_conf("Good Morning") print "function name is:", mGreeting.__name__ print "id of mGreeting is:", id(mGreeting) print aGreeting = greeting_conf("Good Afternoon") print "function name is:", aGreeting.__name__ print "id of aGreeting is:", id(aGreeting)

<table class="crayon-table "><tbody><tr class="crayon-row"><td class="crayon-nums"><div class="crayon-nums-content" style="font-size:13px!important; line-height:15px!important"><div class="crayon-num">1</div><div class="crayon-num crayon-striped-num">2</div><div class="crayon-num">3</div><div class="crayon-num crayon-striped-num">4</div><div class="crayon-num">5</div><div class="crayon-num crayon-striped-num">6</div><div class="crayon-num">7</div><div class="crayon-num crayon-striped-num">8</div><div class="crayon-num">9</div><div class="crayon-num crayon-striped-num">10</div><div class="crayon-num">11</div><div class="crayon-num crayon-striped-num">12</div><div class="crayon-num">13</div><div class="crayon-num crayon-striped-num">14</div></div></td><td class="crayon-code"><div class="crayon-pre"><div class="crayon-line" id="crayon-5a690da205b9d505279408-1"><span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-v">prefix</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-2"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-r">def</span> <span class="crayon-h"></span><span class="crayon-e">greeting</span> <span class="crayon-sy">(</span> <span class="crayon-v">name</span> <span class="crayon-sy">)</span> <span class="crayon-o">:</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-3"><span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-v">prefix</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-e">name</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-4"><span class="crayon-e">&nbsp;&nbsp;&nbsp;&nbsp;</span> <span class="crayon-st">return</span> <span class="crayon-h"></span><span class="crayon-e">greeting</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-5">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-6"><span class="crayon-v">mGreeting</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Good Morning"</span> <span class="crayon-sy">)</span> <span class="crayon-h">&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-7"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"function name is:"</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">mGreeting</span> <span class="crayon-sy">.</span> <span class="crayon-e">__name__</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-8"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"id of mGreeting is:"</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-k">id</span> <span class="crayon-sy">(</span> <span class="crayon-v">mGreeting</span> <span class="crayon-sy">)</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-9">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-10"><span class="crayon-k">print</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-11">&nbsp;</div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-12"><span class="crayon-v">aGreeting</span> <span class="crayon-h"></span><span class="crayon-o">=</span> <span class="crayon-h"></span><span class="crayon-e">greeting_conf</span> <span class="crayon-sy">(</span> <span class="crayon-s">"Good Afternoon"</span> <span class="crayon-sy">)</span> <span class="crayon-h">&nbsp;&nbsp;</span></div><div class="crayon-line" id="crayon-5a690da205b9d505279408-13"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"function name is:"</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-v">aGreeting</span> <span class="crayon-sy">.</span> <span class="crayon-e">__name__</span></div><div class="crayon-line crayon-striped-line" id="crayon-5a690da205b9d505279408-14"><span class="crayon-k">print</span> <span class="crayon-h"></span><span class="crayon-s">"id of aGreeting is:"</span> <span class="crayon-sy">,</span> <span class="crayon-h"></span><span class="crayon-k">id</span> <span class="crayon-sy">(</span> <span class="crayon-v">aGreeting</span> <span class="crayon-sy">)</span></div></div></td></tr></tbody></table>

从代码的结果中可以看到,闭包在运行时可以有多个实例,不同的引用环境(这里就是prefix变量)和相同的函数(这里就是greeting)组合可以产生不同的实例。

Python中怎么创建闭包

在Python中创建一个闭包可以归结为以下三点:

  • 闭包函数必须有内嵌函数
  • 内嵌函数需要引用该嵌套函数上一级namespace中的变量
  • 闭包函数必须返回内嵌函数

通过这三点,就可以创建一个闭包,是不是想到了上一篇中介绍的Python装饰器。没错,Python装饰器就是使用了闭包。

总结

本文介绍了如何通过Python创建一个闭包,以及Python创建的闭包是如何工作的。

本文转自 https://blog.csdn.net/wokwn/article/details/79160854,如有侵权,请联系删除。

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