第二十课：函数：内嵌函数和闭包

内容来源于网络，本人只是在此稍作整理，如有涉及版权问题，归小甲鱼官方所有。

练习题（来自小甲鱼官方论坛）

0. 如果希望在函数中修改全局变量的值，应该使用什么关键字？

答：global
举个例子：

count = 5
def MyFun():
    global count
    count = 10
    print(count)

MyFun()
print(count)

输出：
10
10

---

1. 在嵌套的函数中，如果希望在内部函数修改外部函数的局部变量，应该使用什么关键字？

答： nonlocal
举个例子：

def Fun1():
    x = 5
    def Fun2():
        nonlocal x
        x *= x
        return x
    return Fun2()

print(Fun1())

输出：
25

---

2. Python的函数可以嵌套，但要注意访问的作用域问题哦，请问以下代码存在什么问题呢？

def outside():
    print('I am outside!')
    def inside():
        print('I am inside!')
inside()

答：inside()是内部函数，不能在外部调用。使用嵌套函数要注意一点就是作用域问题，inside()函数是内嵌在outside()函数中的，所以inside()是人妻，除了身为老公的outside()可以碰（调用），在外边或者别的函数体里是无法对其进行调用的。
正确的调用应该是：

def outside():
    print('I am outside!')
    def inside():
        print('I am inside!')
    inside()
outside()

---

3. 请问为什么代码A没有报错，但代码B却报错了？应该如何修改？

代码A

def outside():
    var = 5
    def inside():
        var = 3
        print(var)
        
    inside()
outside()

代码B

def outside():
    var = 5
    def inside():
        print(var)
        var = 3
        
    inside()
outside()

答：仔细看了下报错信息：UnboundLocalError: local variable 'var' referenced before assignment，说的是变量var没有被定义就拿来使用，肯定是有问题。
这里outside()函数里有一个var变量，但要注意的是，内嵌函数inside()也有一个同名的变量，Python为了保护变量的作用域，故将outside()的var变量屏蔽起来，因此此时是无法访问到外层的var变量的。
应该修改为：

def outside():
    var = 5
    def inside():
        nonlocal var
        print(var)
        var = 3

    inside()
outside()

---

4.请问如何访问funIn()呢？

def funOut():
    def funIn():
        print('宾果！你成功访问到我啦！')
    return funIn()

答：直接funOut()调用即可

---

5. 请问如何访问funIn()呢？

def funOut():
    def funIn():
        print('宾果！你成功访问到我啦！')
    return funIn

答：这里就是闭包了，可以这样调用

funOut()()

或者

go = funOut()
go()

---

6. 以下是“闭包”的一个例子，请你目测下会打印什么内容？

def funX():
    x = 5
    def funY():
        nonlocal x
        x += 1
        return x
    return funY
a = funX()
print(a())
print(a())
print(a())

答：输出

6
7
8

解释：有些人可能会有疑问，局部变量x不是应该每次在调用的时候都重新初始化吗？其实大家看看就明白了，当a = funX()时，只要a变量没有被重新赋值，funX()就没有被释放，也就是说局部变量x就没有被重新初始化。所以当全局变量不适用的时候，可以考虑使用闭包更稳定和安全。

---

编程题

0. 请用已学过的知识编写程序，统计下边这个长字符串中各个字符出现的次数并找到小甲鱼送给大家的一句话。

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{@^+!([!)[email protected]+}_+^!%_([(+)([email protected]&@##($_&[email protected]##$%[email protected]#[_[$!^&*])!&(_]*]}&)[(((]}%[@&[^@
]{*+&_)#!(@&#+((&!%!%}^*&[]#$*^}}$]&(&_{}+_}$%#&%[&}*)*]]&+!_)#[^+%_*}]])+$)%!]{
]##]^($^_)}[}[[)}{++}+(^%^!}}%)&[}${{*+&[email protected]%}&(})@)+%!%_*(*[!+$_)[!#[email protected][%)@^}(#*%+
#]$]%^)$!{]&_[%%*}_#_)__^[^^#(})}&^%%%_&}&$_$!&{![*^}#[email protected]!*){%)+!]_&*[$)%[)!{]!#^
[{*__(+#_)+^%(%]_%@[++[((^*($_*(_!*+$+[&!(*_[{{&}&%*%@#&%[#*_[_&@&]__+{@$)^%_#$^
@@%!+%+]_{{}*{[]+^*$!]&[$+_}{])]$]*##__##{#!!&)%[email protected]^!!*+#}_{^)%{^*(}])]@$_!__)!#+
@%({&[^${{_{}#([{+{][email protected]((&*@!)*[}$}(]%+#@$%%&!%&]@$(_][#)))@$+}@%*#^^@%&]}{()%%^!
#&&)++!(}{]}*}}!}(@*@!]^%*!$_[($)!_^^$_[#!(%[!}#&$)@$}#$))&)[##**@](]]$)}}[^@@^#
}&&){[$${&}+[+%_}!#^#%{]_%#%*&_}}+]&_$*!&&][_%!]_*+#^!]{}[email protected](}(*(^^*__+$#@#^]*%%
%]^}!_{}!)%!{)%+[___]]$](*^)))*^${)^^$_&[)&}*}($#{#^^#[email protected][[+[^{{[*__{%$^$}*{{+#{{
$%&+])(^^*$(}#*[$_#%$}!!^%&($}!!(]*{!}(!_&{##[{!+]&#(((%@]!($#%$^@(%))@_)@}*})+[
^]^(}${[(^!*{}!(_[{^*&{&})]]&}![}$!}*+])}[@(_&)[}*@_$_{%[+&#(*_#+)^)!&@!%($!}#[%
[@&[+^@$}&{]{)+^&^#{{}@!}{^{%}#)@!%([$(_!([+({)@^(#@!)$[_&](!}@$*[email protected]!(#[[email protected]][}_*
_^#&{)][@*!])^))[email protected]+$%[%&}(^([email protected]}([#+***_*[^)$((^*(}([!]@##@$%^[{+^**{&[&@@##)#(@#
{+_**$%(#$&^$^]__*)%$*+{#+()[%[(}#]}*&$^%]{}%&(_([]&_}&}*@}#{((&[email protected]!{#+__#*#))&[(
&[[*+]&{[$_}*#@!{]}[email protected][email protected]#}[email protected]!%^(^_^{}]+^({)*[**%[email protected][^)#$%{&[[_!(^(}}{!}!)@###
(#*+!#@&+{_{&%&$}+}][email protected]*$#&&({(^(_#{+$*+_)}^&$##&+$]$(&$}!}!](%#+^]*$%]%)}^}])#_!
@)*%_$^][email protected]*&(()&+)_[*#@&{+&}^#*+*{[)[^$+#**^^(^]}][$_+]*&&)@}{&]](_]_]^&&}%@+}[$
(+[%*^!#)#+(}!)[!^{&[*[($%{+([#[[@&})$]@{^^#!$]_}!{*{*{![@[email protected]]+*{}[!#%@}]&#{*%{}
!!(}&+%%{%{%({!_(%_]@}+^%@_!*[&{)$%&)@]{+&_+%&^_}([[email protected]@)$^!^}{#[[email protected]{(_]{))*$(#!(+%
&!+]}]__^&@)^[}]!*#@)%!(%#)_*#}%*__}_+(**{[+)]%${[email protected]^(]$()@([[{(]}$)}#!&+{%@$+{{^
&}_!$_+$_($*{!*#&$]%_)[({}+^}[@#+**%*}#[([@$][)[&+_%!!}@@}*[email protected]%(#[}&$#]&{+^{#_*^]
@_%(]${&*&#^#[email protected]^{%*^%$^+*(%}[!!)(!%_}[email protected]@#&+)^^{##%&}$+*+!#}+%{%#)^@%[{}^%#+(+$[@
#%}+%%#_&}++)}{]%#]*)]+)]+^(*({}+}@_&&!![)^_$[][@*]!%@(@*+*_]{&}%*^)+[{!_%$+%[*+
&&&!#[_]])$}%[_*!)@}[{*]%[email protected]!_))]*%#^{{+]%]]*@%{%@+^[@}(^#%&**+)*^*[)[)%$[^#@^&+#
+++}%[email protected]@[(}[*%$#}^#+&}+%%)$+_{^(#%*{&*%(*)+([[email protected])*#[&[email protected](&[email protected]%$%]^^&{]@$}[({$((^}!
&%+{#_]{{{^[*_^#^!*@}_}*}+*&(@!^#%)@%[#(&$!&%)][#{*$${(+}($*(*(*&*$^{{@^]{]&*@!)
%&)**+]][[email protected]]*})(@)_]@{($!%+%%]_)(@{+!*[email protected][(%&&^]@([@[&%$+(}{{&]]+*}($+&}%(!%*@!
(^)${)%)]]$*!++[_(_($}(@++[^{]%{{!%#!%+*$)_&@&__#([__$[&^!}%$)(]}@+][email protected]*]%%{&(@@
$_[(![!)[email protected][]][]([email protected]%*(}$_(!^^)]^%){{(_#)*#][}$([)[]!_![![@}}}!%^^!}!*#%&{$&!#_!}#
[^{%{$^[email protected]}&_}*_]%(}@*^}]^@*_^&&)^^}[}@]+^*%({*$^{+])_^%*#!${!#+$](+&]{@_+&[!()@{
@)[[){&(#[#{&@&(_]@##])}#&%*)_&!(}_^^$_)))}}}+&&$%&]}}$)![&{#_!(!![[![&(+{{++!}}
%}^%%#)))!}^)}%{*@*_{}*^{&(^+$}[email protected]$_^}{$*^#)(@^][email protected]@%)@_[}&[)++)$&]+!}![#]@$%@]][email protected]
^()&++$(_[!^#[&@*@@(){#%@((!(%@(#[&+*%+(^%{{*$%#!(#^{(&*_}!^#%({*_#)%+#{$##{!$]*
{+_!{+^$!_&}%(]+}_}@**(&}([email protected]^%#+!#{#*@@{+!)}^{^+#(!&}[+*%[email protected]}_+&+&]&+(+)_)((!{%*)
([)_+_[]&}}[{{+[)]!%{&&__&$+${_+#]_$}!&#%[@^^]!)#)_+#$]((*@+#$#)@[)*{[}(()$(@{*[
]}#*_+{)%[+!^{+{(&#_[_}_!{!*{[[)]][$[}*@[$*&))+$[&]@)[*}+^___%!]()^)&[email protected]&[*@_+{}&
[{]$#{!^]^$#+*$}#*)(][email protected]^&#){][$)}!+%^)@#&!%(+^^($(%}^+[*)#+{%!))}(*&]__})][_))}#
())#&##{]$#$](&$%&&$)^{(@%)$%()#)&&*{]&^^+%$##%{!(_$(**&(_]+{%[%$!_){$*@@++]&^$(
@+{+&%]$)[email protected]({$(+{!*#(%)]+[}){]]#)*[]%&{+)$){!&$]+^[email protected]]#%)[&&^%]#@#@)]@}%$[_*@%)
[&*^*})@(!{&^#!([%@_![{)+)$}_+)%&^#@#$$}))^&)}({+*&_()&@]$^#(&&{){)_[}{@(}#)!)%&
({+$[!#()[]%{$_*]*^%&]@{^@{)}}_^}@!^*)_[([{}]{*#{]&}}[$_[}!%%&_{{!$[}&[[@#[&_$()
*_$+)&}*){${}!]+%[{{!+)+{!&]$!}{_]&)!!^+){&*#{@!##_(^%^$([!+&+($&)##[&[^_{##{(**
{{)#*%@*[(^(}!%}@*}@+]^_}&&&}&{[$(@[#*+%[&%{$$**]]%(!$+$!]^+[^_(&*{#_^%[[#+{]#_[
*}]#)!%!_[})^%*@{!{$)*_+$$*}%(&]%^[email protected]!&{[]}**})}#}[#{%{$#@##(])&)((${^]^[%^&(!_&
{@((&@&)]!&{}@#])$($}#}@)#[+$^{%%&*]&_!+{$+[*{()_&&(}%[})}!}(}[!%@$#!*(^^![+(^@{
(+]]@{++#)@@%(!&_#@^$*%^)*](^}#]@]}]@++*^+$_+]^_][]@^#$^&!_+!(^+((&@^@_^@)$[#!)*
$)_#]*^{@_*[}@}*@@^+**+[[)**{!)!{##[(*}{)[email protected]{}}{]+!*+&*&)_^&{*[email protected][*_#{)#(}_*]%{+!%
(}_%$#)^*&+[([@*!!{@*[{%@[__)&*&@{__+_}[_#{][email protected]*%(^&^_$_+[([(([email protected])])]))%_{(^@!{!#@
#*%%[#&#[+)%__]{++*)]}![[_%+__{${}%!}+!!)}*)_+!#%^}[!)[@[]@@_(@&&*]^_{+[)}@#{#*{
*%!%@{$%!_^+&][email protected]{$)!&_}_}&!}#)#[$&_&&_)*({({$[$)]]%#^{^%}}^%#]&+^}[!&_[[[(&{@+&^
_()%@#@{%_({${*!)(*+$*!!+$&&]{^^!(#}@[&@&[}^#)]+{)[email protected]_[+]%$)]}$[([^{)%&)@[+]!_!+
_#$))}!+&&#(^[^(}%(%%$%+}{$^^)&^[@}#$]{!}+*}]{_}}*(*@]}#+{}@@!$(}])%+^!#@(_^(@[(
_#}$[^[@^+_&}*#$}%^)(#*}%_+]@_%]%&&()[^(}[*[}#@(%%$}]_)^(!#%]#@(#+!#{#$]^!}))_]*
]+%^+%))]+%$]+!%@[#@[@@[*#!+$#}}*#()$_*$[^}+)@#^^$(^+)^@%](!+)^[#!#_*{^^]&[_[_+}
$]%@^+!##}*(*)&([]+]##%$)+$_^%^@&(([email protected]&)%}${#&$!!($#&^](^^{{(&+]_]@&*#_^+#!(}]$*&
[email protected]#[})]])[((#@&]!&]*&{*&#_[#(]{(}!][email protected][{^+{{!)*{!}]@@^#*{*({(%#(@@(]{%][email protected]@+%!!*
%(!{&^%%&$(!#@{+*#+*{]![}!!(${@*+$}+__}_}{)@)^*[[email protected][+)+](#!!{]#*^&)!%&)%*]*#$]()
]!{][@$}@)$__*_]}^(#*!#!_!**@{(&![]$_+_%^#_!%!$&@](!%%((%[#]&&}_{]+[+*##])(]%^(+
#(_}((]@}#$^_})%#&&((!^![^}+!}{$(%*{*[email protected]%][)[[%&^[{](&+^*!!!([__[{^}&%+&^(*&])*$&
$#_}*!(+([_&%{^&[([%]}*^{{([@[email protected]]@*&@_!]_+([(#&!]]#$$#]@#{_]][_{@]{*))$({%}_![@$]
#)+[])%]$+^^(}^!([&{)!#}#}}#!}[]]{[++&!)]#]]%^%_&_}!&&[email protected]#&!#}&+]$)^_^*$]!$)}&{#)
+[+!_${^](+([&_%&$)#{$%#[%%][($()+!*_(*&!}%@}@%_#+%{%&*$]*{$(}}{)}]%))$}*^$]$(^^
!&*[^]]&#%&%!_+#&}_#}_]&^[email protected]]%(!+!_*](@]}[email protected]%+^!&[@[)@(!*[%}^$!$(]!^_])!&_!!_[{*
(+*]_}%+(%[{)]({#[+$&&[^@{&#[email protected]%)!+&}[email protected][email protected][+&_*!$(+#*%[email protected]{{^**{)(]*$(}+(#+^}%@%^^
!$%}$$}[email protected]^$$%{}{#!(%[]$!*}+(]!%{(^{&^{$[$)]&&^+{+%!#[([%^!{]]#^@!{#(&]@_$*_&!%(!
+_+}%@#{_}^#*)%*(*}*![}[%_[[^@$&%)([*{_${)$^^_!+}{)!)@_[*$_}*}$#[+}{]*+!^])}&{+#
[email protected]!^*@}!}&{]*#^@}_[)}#@%!_*#!$}!)[(${+^&!{[&&&*[{}+*+(#+_[}{$$)#([*!)%@^%_]#%$$
(++^+&)}*_&%@#[^^+^&@_%]+$%$#$*)@!(]*[email protected]]}%$$}$(#$&^(%[*([&]*^&}(!#{&_}^(*{(+$#}}
(&_+][&[email protected])$&$&^[_$(++$^}]&^^*(+*!&#_$]*[email protected]!]+{%^_*+!&}@$!#^{+_#([[email protected](((*+)[()__}(^
@)](+[$*_(]*$[[&@^(_*#(*&!^{+]_%)_)^[}@]#]%#@+^+[%{_*{!)}#[email protected]#)_$!_(!*+#}%%}+$&$[
%&]!{{%*_!*}&)}$**_{*!#%[[#]!](^^$![#[[*}%(_#^^!%))!_^@)@**@}}(%%{#*%@(((]^%^![&
}!)$]&($)@](+(#{$)_%^%_^^#][{*[)%}+[##(##^{$}^]#&(&*{)%)&][&{]&#]}[[^^&[!#}${@_(
#@}&$[[%]_&$+)$!%{(}$^$}*
"""
str1 = "[email protected]#$%^&*()_+/,.?<>;:[]|\{}"
lists = []
count_empty = 0
pp = ''
for i in string:
    if i == '\n':
        count_empty += 1
        i = i.rstrip('\n')
    pp = pp + i
 
for each in str1:
    key = pp.count(each)
    if key != 0:
        print('%s 有：%d 个'%(each,key))
 
for y in pp:
    if y not in str1:
        lists.append(y)
print('\\n 有：%d 个'%count_empty)
print('小甲鱼要告诉我们的话是：'+''.join(lists))

输出：

! 有：6079 个
@ 有：6157 个
# 有：6115 个
$ 有：6046 个
% 有：6104 个
^ 有：6030 个
& 有：6043 个
* 有：6034 个
( 有：6154 个
) 有：6186 个
_ 有：6112 个
+ 有：6066 个
[ 有：6108 个
] 有：6152 个
{ 有：6046 个
} 有：6105 个
\n 有：1221 个
小甲鱼要告诉我们的话是：GOODLUCK

---

1. 请用已学过的知识编写程序，找出小甲鱼藏在下边这个长字符串中的密码，密码的埋藏点符合以下规律：

a) 每位密码为单个小写字母
b) 每位密码的左右两边均有且只有三个大写字母
答：

string = """
ACFlCTLIQlAIVMTqHFkswqbDDHtpgcWaXSSglUYKE
lqNsYCyaQXBzrFUbkAUAWAKrDgDtAlGMBqWQhpEwquZqWZJpslUfMllCwWptqINjrOBTLuPzwvXNbLCx
oFRritKRpJgBOaGPZdkUzvYnvYmAlEsVmKRXqyQUOdCBqLYyboOYeAQNLnkuiDXCiNiksSSRpDMVQQgs
TmYThnppfKSmkpjjceGLaMOvYgsvNkGENKgGtUSzVPlLMeephDKrWGNpAxBqRiCnQIuKwDZurIRsznUp
xhstMWpHdZzqeEnttlAHiWbhbIJpwKBAGsFWthBiwBDKTFzIUamELZJFLbmqOmwBIYBJIofAUyxTLUEm
LcOXzjIHFcfUfEWccbWzhVuIZMdTVsOaNsLTpHjrvFaYTnJUrqaYnUmbobfOXXtkjKjFUEhVNlPWeaIY
uABNuEDKFWiUaqQiBHGsgEmDSKiJKLkkzFWlobXIyUlDzGcwDnEOwwWxgFpebsslmKItazIYctPROSJp
ImDHusQIkoFQSmuqwdcPNERvflfHtkGTrtbQXqZUsazoxmbVTPIuuxKvfALAaGnIuIZwczCcoIRMncBs
timFGHPJPaHMPTLjsBjIwbbzKyghaDTUStzJceaYAneywwpvdiUJifPHtXmAwZPChWsDmwonzeeQCEiB
xWsJLAtrdVEOBxEaYiSabHdUwlXlDOAKzZUwozJoBGvnFttDkXdYdjQSzzhTIPfYpWVFdiFIqSbyPZIi
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taTeaguPmNuAxzYJLEcdoApfIFBaLUqettjTJNlHZYlJZRRoKXEvFnoUHdPjDuXuTAubGODkHAokpItw
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"""    
new_string = ''
for i in string:
    i = i.strip('\n')
    new_string = new_string + i
 
countA = 0
countB = 0
countC = 0
target = 0
length = len(new_string)
 
for i in range(length):
    if new_string[i].isupper():
        if countB == 1:
            countC += 1
            countA = 0
        else:
            countA += 1
        continue
    if new_string[i].islower()and countA == 3:
        countB = 1
        countA = 0
        target = i
        continue
    if countC == 3 and countB == 1:
        print(new_string[target],end='')
 
    countA = 0
    countB = 0
    countC = 0

输出：
ilovefishc

---

2.请写下这一节课你学习到的内容：格式不限，回忆并复述是加强记忆的好方式！

• global关键字：在函数中去修改全局变量可以用这个
• 内嵌函数：函数内部新创建另一个函数
• **闭包：函数式编程的重要语法，如果在一个内部函数里，对外部作用域（但不是在全局作用域的变量）进行引用，那么内部函数就会被认为是闭包
  举个例子：内部函数funY就是一个闭包

>>> def funX(x):
    def funY(y):
        return x * y
    return funY

>>> i = funX(8)   # 返回一个函数funY
>>> i(5)          # 执行funY
40
>>> funX(8)(5)
40
>>> 

• nonlocal关键字：内部函数中修改外部函数的局部变量

---