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  • Python数据类型

    本文简单介绍Python中的常用数据类型的功能及使用,这些都是在学习中需要重点记忆并熟练掌握的,所以记录下来方便以后查看,还有一些数据类型的功能未解释,慢慢会补全。

    下面来具体看看这些数据类型都有哪些功能:

    一、整数

     如: 5、10、15、18、22、99

    每一个整数都具备如下功能:

      1 class int(object):
      2     """
      3     int(x=0) -> int or long
      4     int(x, base=10) -> int or long
      5     
      6     Convert a number or string to an integer, or return 0 if no arguments
      7     are given.  If x is floating point, the conversion truncates towards zero.
      8     If x is outside the integer range, the function returns a long instead.
      9     
     10     If x is not a number or if base is given, then x must be a string or
     11     Unicode object representing an integer literal in the given base.  The
     12     literal can be preceded by '+' or '-' and be surrounded by whitespace.
     13     The base defaults to 10.  Valid bases are 0 and 2-36.  Base 0 means to
     14     interpret the base from the string as an integer literal.
     15     >>> int('0b100', base=0)
     16     """
     17     def bit_length(self): 
     18         """ 返回表示该数字的时占用的最少位数 """
     19         """
     20         int.bit_length() -> int
     21         
     22         Number of bits necessary to represent self in binary.
     23         >>> bin(37)
     24         '0b100101'
     25         >>> (37).bit_length()
     26         """
     27         return 0
     28 
     29     def conjugate(self, *args, **kwargs): # real signature unknown
     30         """ 返回该复数的共轭复数 """
     31         """ Returns self, the complex conjugate of any int. """
     32         pass
     33 
     34     def __abs__(self):
     35         """ 返回绝对值 """
     36         """ x.__abs__() <==> abs(x) """
     37         pass
     38 
     39     def __add__(self, y):
     40         """ x.__add__(y) <==> x+y """
     41         pass
     42 
     43     def __and__(self, y):
     44         """ x.__and__(y) <==> x&y """
     45         pass
     46 
     47     def __cmp__(self, y): 
     48         """ 比较两个数大小 """
     49         """ x.__cmp__(y) <==> cmp(x,y) """
     50         pass
     51 
     52     def __coerce__(self, y):
     53         """ 强制生成一个元组 """ 
     54         """ x.__coerce__(y) <==> coerce(x, y) """
     55         pass
     56 
     57     def __divmod__(self, y): 
     58         """ 相除,得到商和余数组成的元组 """ 
     59         """ x.__divmod__(y) <==> divmod(x, y) """
     60         pass
     61 
     62     def __div__(self, y): 
     63         """ x.__div__(y) <==> x/y """
     64         pass
     65 
     66     def __float__(self): 
     67         """ 转换为浮点类型 """ 
     68         """ x.__float__() <==> float(x) """
     69         pass
     70 
     71     def __floordiv__(self, y): 
     72         """ x.__floordiv__(y) <==> x//y """
     73         pass
     74 
     75     def __format__(self, *args, **kwargs): # real signature unknown
     76         pass
     77 
     78     def __getattribute__(self, name): 
     79         """ x.__getattribute__('name') <==> x.name """
     80         pass
     81 
     82     def __getnewargs__(self, *args, **kwargs): # real signature unknown
     83         """ 内部调用 __new__方法或创建对象时传入参数使用 """ 
     84         pass
     85 
     86     def __hash__(self): 
     87         """如果对象object为哈希表类型,返回对象object的哈希值。哈希值为整数。在字典查找中,哈希值用于快速比较字典的键。两个数值如果相等,则哈希值也相等。"""
     88         """ x.__hash__() <==> hash(x) """
     89         pass
     90 
     91     def __hex__(self): 
     92         """ 返回当前数的 十六进制 表示 """ 
     93         """ x.__hex__() <==> hex(x) """
     94         pass
     95 
     96     def __index__(self): 
     97         """ 用于切片,数字无意义 """
     98         """ x[y:z] <==> x[y.__index__():z.__index__()] """
     99         pass
    100 
    101     def __init__(self, x, base=10): # known special case of int.__init__
    102         """ 构造方法,执行 x = 123 或 x = int(10) 时,自动调用,暂时忽略 """ 
    103         """
    104         int(x=0) -> int or long
    105         int(x, base=10) -> int or long
    106         
    107         Convert a number or string to an integer, or return 0 if no arguments
    108         are given.  If x is floating point, the conversion truncates towards zero.
    109         If x is outside the integer range, the function returns a long instead.
    110         
    111         If x is not a number or if base is given, then x must be a string or
    112         Unicode object representing an integer literal in the given base.  The
    113         literal can be preceded by '+' or '-' and be surrounded by whitespace.
    114         The base defaults to 10.  Valid bases are 0 and 2-36.  Base 0 means to
    115         interpret the base from the string as an integer literal.
    116         >>> int('0b100', base=0)
    117         # (copied from class doc)
    118         """
    119         pass
    120 
    121     def __int__(self): 
    122         """ 转换为整数 """ 
    123         """ x.__int__() <==> int(x) """
    124         pass
    125 
    126     def __invert__(self): 
    127         """ x.__invert__() <==> ~x """
    128         pass
    129 
    130     def __long__(self): 
    131         """ 转换为长整数 """ 
    132         """ x.__long__() <==> long(x) """
    133         pass
    134 
    135     def __lshift__(self, y): 
    136         """ x.__lshift__(y) <==> x<<y """
    137         pass
    138 
    139     def __mod__(self, y): 
    140         """ x.__mod__(y) <==> x%y """
    141         pass
    142 
    143     def __mul__(self, y): 
    144         """ x.__mul__(y) <==> x*y """
    145         pass
    146 
    147     def __neg__(self): 
    148         """ x.__neg__() <==> -x """
    149         pass
    150 
    151     @staticmethod # known case of __new__
    152     def __new__(S, *more): 
    153         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    154         pass
    155 
    156     def __nonzero__(self): 
    157         """ x.__nonzero__() <==> x != 0 """
    158         pass
    159 
    160     def __oct__(self): 
    161         """ 返回改值的 八进制 表示 """ 
    162         """ x.__oct__() <==> oct(x) """
    163         pass
    164 
    165     def __or__(self, y): 
    166         """ x.__or__(y) <==> x|y """
    167         pass
    168 
    169     def __pos__(self): 
    170         """ x.__pos__() <==> +x """
    171         pass
    172 
    173     def __pow__(self, y, z=None): 
    174         """ 幂,次方 """ 
    175         """ x.__pow__(y[, z]) <==> pow(x, y[, z]) """
    176         pass
    177 
    178     def __radd__(self, y): 
    179         """ x.__radd__(y) <==> y+x """
    180         pass
    181 
    182     def __rand__(self, y): 
    183         """ x.__rand__(y) <==> y&x """
    184         pass
    185 
    186     def __rdivmod__(self, y): 
    187         """ x.__rdivmod__(y) <==> divmod(y, x) """
    188         pass
    189 
    190     def __rdiv__(self, y): 
    191         """ x.__rdiv__(y) <==> y/x """
    192         pass
    193 
    194     def __repr__(self): 
    195         """转化为解释器可读取的形式 """
    196         """ x.__repr__() <==> repr(x) """
    197         pass
    198 
    199     def __str__(self): 
    200         """转换为人阅读的形式,如果没有适于人阅读的解释形式的话,则返回解释器课阅读的形式"""
    201         """ x.__str__() <==> str(x) """
    202         pass
    203 
    204     def __rfloordiv__(self, y): 
    205         """ x.__rfloordiv__(y) <==> y//x """
    206         pass
    207 
    208     def __rlshift__(self, y): 
    209         """ x.__rlshift__(y) <==> y<<x """
    210         pass
    211 
    212     def __rmod__(self, y): 
    213         """ x.__rmod__(y) <==> y%x """
    214         pass
    215 
    216     def __rmul__(self, y): 
    217         """ x.__rmul__(y) <==> y*x """
    218         pass
    219 
    220     def __ror__(self, y): 
    221         """ x.__ror__(y) <==> y|x """
    222         pass
    223 
    224     def __rpow__(self, x, z=None): 
    225         """ y.__rpow__(x[, z]) <==> pow(x, y[, z]) """
    226         pass
    227 
    228     def __rrshift__(self, y): 
    229         """ x.__rrshift__(y) <==> y>>x """
    230         pass
    231 
    232     def __rshift__(self, y): 
    233         """ x.__rshift__(y) <==> x>>y """
    234         pass
    235 
    236     def __rsub__(self, y): 
    237         """ x.__rsub__(y) <==> y-x """
    238         pass
    239 
    240     def __rtruediv__(self, y): 
    241         """ x.__rtruediv__(y) <==> y/x """
    242         pass
    243 
    244     def __rxor__(self, y): 
    245         """ x.__rxor__(y) <==> y^x """
    246         pass
    247 
    248     def __sub__(self, y): 
    249         """ x.__sub__(y) <==> x-y """
    250         pass
    251 
    252     def __truediv__(self, y): 
    253         """ x.__truediv__(y) <==> x/y """
    254         pass
    255 
    256     def __trunc__(self, *args, **kwargs): 
    257         """ 返回数值被截取为整形的值,在整形中无意义 """
    258         pass
    259 
    260     def __xor__(self, y): 
    261         """ x.__xor__(y) <==> x^y """
    262         pass
    263 
    264     denominator = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    265     """ 分母 = 1 """
    266     """the denominator of a rational number in lowest terms"""
    267 
    268     imag = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    269     """ 虚数,无意义 """
    270     """the imaginary part of a complex number"""
    271 
    272     numerator = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    273     """ 分子 = 数字大小 """
    274     """the numerator of a rational number in lowest terms"""
    275 
    276     real = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    277     """ 实属,无意义 """
    278     """the real part of a complex number"""
    整数型(int)

    二、长整型

    可能如:2147483649、9223372036854775807
    每个长整型都具备如下功能:

      1 class long(object):
      2     """
      3     long(x=0) -> long
      4     long(x, base=10) -> long
      5     
      6     Convert a number or string to a long integer, or return 0L if no arguments
      7     are given.  If x is floating point, the conversion truncates towards zero.
      8     
      9     If x is not a number or if base is given, then x must be a string or
     10     Unicode object representing an integer literal in the given base.  The
     11     literal can be preceded by '+' or '-' and be surrounded by whitespace.
     12     The base defaults to 10.  Valid bases are 0 and 2-36.  Base 0 means to
     13     interpret the base from the string as an integer literal.
     14     >>> int('0b100', base=0)
     15     4L
     16     """
     17     def bit_length(self): # real signature unknown; restored from __doc__
     18         """
     19         long.bit_length() -> int or long
     20         
     21         Number of bits necessary to represent self in binary.
     22         >>> bin(37L)
     23         '0b100101'
     24         >>> (37L).bit_length()
     25         """
     26         return 0
     27 
     28     def conjugate(self, *args, **kwargs): # real signature unknown
     29         """ Returns self, the complex conjugate of any long. """
     30         pass
     31 
     32     def __abs__(self): # real signature unknown; restored from __doc__
     33         """ x.__abs__() <==> abs(x) """
     34         pass
     35 
     36     def __add__(self, y): # real signature unknown; restored from __doc__
     37         """ x.__add__(y) <==> x+y """
     38         pass
     39 
     40     def __and__(self, y): # real signature unknown; restored from __doc__
     41         """ x.__and__(y) <==> x&y """
     42         pass
     43 
     44     def __cmp__(self, y): # real signature unknown; restored from __doc__
     45         """ x.__cmp__(y) <==> cmp(x,y) """
     46         pass
     47 
     48     def __coerce__(self, y): # real signature unknown; restored from __doc__
     49         """ x.__coerce__(y) <==> coerce(x, y) """
     50         pass
     51 
     52     def __divmod__(self, y): # real signature unknown; restored from __doc__
     53         """ x.__divmod__(y) <==> divmod(x, y) """
     54         pass
     55 
     56     def __div__(self, y): # real signature unknown; restored from __doc__
     57         """ x.__div__(y) <==> x/y """
     58         pass
     59 
     60     def __float__(self): # real signature unknown; restored from __doc__
     61         """ x.__float__() <==> float(x) """
     62         pass
     63 
     64     def __floordiv__(self, y): # real signature unknown; restored from __doc__
     65         """ x.__floordiv__(y) <==> x//y """
     66         pass
     67 
     68     def __format__(self, *args, **kwargs): # real signature unknown
     69         pass
     70 
     71     def __getattribute__(self, name): # real signature unknown; restored from __doc__
     72         """ x.__getattribute__('name') <==> x.name """
     73         pass
     74 
     75     def __getnewargs__(self, *args, **kwargs): # real signature unknown
     76         pass
     77 
     78     def __hash__(self): # real signature unknown; restored from __doc__
     79         """ x.__hash__() <==> hash(x) """
     80         pass
     81 
     82     def __hex__(self): # real signature unknown; restored from __doc__
     83         """ x.__hex__() <==> hex(x) """
     84         pass
     85 
     86     def __index__(self): # real signature unknown; restored from __doc__
     87         """ x[y:z] <==> x[y.__index__():z.__index__()] """
     88         pass
     89 
     90     def __init__(self, x=0): # real signature unknown; restored from __doc__
     91         pass
     92 
     93     def __int__(self): # real signature unknown; restored from __doc__
     94         """ x.__int__() <==> int(x) """
     95         pass
     96 
     97     def __invert__(self): # real signature unknown; restored from __doc__
     98         """ x.__invert__() <==> ~x """
     99         pass
    100 
    101     def __long__(self): # real signature unknown; restored from __doc__
    102         """ x.__long__() <==> long(x) """
    103         pass
    104 
    105     def __lshift__(self, y): # real signature unknown; restored from __doc__
    106         """ x.__lshift__(y) <==> x<<y """
    107         pass
    108 
    109     def __mod__(self, y): # real signature unknown; restored from __doc__
    110         """ x.__mod__(y) <==> x%y """
    111         pass
    112 
    113     def __mul__(self, y): # real signature unknown; restored from __doc__
    114         """ x.__mul__(y) <==> x*y """
    115         pass
    116 
    117     def __neg__(self): # real signature unknown; restored from __doc__
    118         """ x.__neg__() <==> -x """
    119         pass
    120 
    121     @staticmethod # known case of __new__
    122     def __new__(S, *more): # real signature unknown; restored from __doc__
    123         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    124         pass
    125 
    126     def __nonzero__(self): # real signature unknown; restored from __doc__
    127         """ x.__nonzero__() <==> x != 0 """
    128         pass
    129 
    130     def __oct__(self): # real signature unknown; restored from __doc__
    131         """ x.__oct__() <==> oct(x) """
    132         pass
    133 
    134     def __or__(self, y): # real signature unknown; restored from __doc__
    135         """ x.__or__(y) <==> x|y """
    136         pass
    137 
    138     def __pos__(self): # real signature unknown; restored from __doc__
    139         """ x.__pos__() <==> +x """
    140         pass
    141 
    142     def __pow__(self, y, z=None): # real signature unknown; restored from __doc__
    143         """ x.__pow__(y[, z]) <==> pow(x, y[, z]) """
    144         pass
    145 
    146     def __radd__(self, y): # real signature unknown; restored from __doc__
    147         """ x.__radd__(y) <==> y+x """
    148         pass
    149 
    150     def __rand__(self, y): # real signature unknown; restored from __doc__
    151         """ x.__rand__(y) <==> y&x """
    152         pass
    153 
    154     def __rdivmod__(self, y): # real signature unknown; restored from __doc__
    155         """ x.__rdivmod__(y) <==> divmod(y, x) """
    156         pass
    157 
    158     def __rdiv__(self, y): # real signature unknown; restored from __doc__
    159         """ x.__rdiv__(y) <==> y/x """
    160         pass
    161 
    162     def __repr__(self): # real signature unknown; restored from __doc__
    163         """ x.__repr__() <==> repr(x) """
    164         pass
    165 
    166     def __rfloordiv__(self, y): # real signature unknown; restored from __doc__
    167         """ x.__rfloordiv__(y) <==> y//x """
    168         pass
    169 
    170     def __rlshift__(self, y): # real signature unknown; restored from __doc__
    171         """ x.__rlshift__(y) <==> y<<x """
    172         pass
    173 
    174     def __rmod__(self, y): # real signature unknown; restored from __doc__
    175         """ x.__rmod__(y) <==> y%x """
    176         pass
    177 
    178     def __rmul__(self, y): # real signature unknown; restored from __doc__
    179         """ x.__rmul__(y) <==> y*x """
    180         pass
    181 
    182     def __ror__(self, y): # real signature unknown; restored from __doc__
    183         """ x.__ror__(y) <==> y|x """
    184         pass
    185 
    186     def __rpow__(self, x, z=None): # real signature unknown; restored from __doc__
    187         """ y.__rpow__(x[, z]) <==> pow(x, y[, z]) """
    188         pass
    189 
    190     def __rrshift__(self, y): # real signature unknown; restored from __doc__
    191         """ x.__rrshift__(y) <==> y>>x """
    192         pass
    193 
    194     def __rshift__(self, y): # real signature unknown; restored from __doc__
    195         """ x.__rshift__(y) <==> x>>y """
    196         pass
    197 
    198     def __rsub__(self, y): # real signature unknown; restored from __doc__
    199         """ x.__rsub__(y) <==> y-x """
    200         pass
    201 
    202     def __rtruediv__(self, y): # real signature unknown; restored from __doc__
    203         """ x.__rtruediv__(y) <==> y/x """
    204         pass
    205 
    206     def __rxor__(self, y): # real signature unknown; restored from __doc__
    207         """ x.__rxor__(y) <==> y^x """
    208         pass
    209 
    210     def __sizeof__(self, *args, **kwargs): # real signature unknown
    211         """ Returns size in memory, in bytes """
    212         pass
    213 
    214     def __str__(self): # real signature unknown; restored from __doc__
    215         """ x.__str__() <==> str(x) """
    216         pass
    217 
    218     def __sub__(self, y): # real signature unknown; restored from __doc__
    219         """ x.__sub__(y) <==> x-y """
    220         pass
    221 
    222     def __truediv__(self, y): # real signature unknown; restored from __doc__
    223         """ x.__truediv__(y) <==> x/y """
    224         pass
    225 
    226     def __trunc__(self, *args, **kwargs): # real signature unknown
    227         """ Truncating an Integral returns itself. """
    228         pass
    229 
    230     def __xor__(self, y): # real signature unknown; restored from __doc__
    231         """ x.__xor__(y) <==> x^y """
    232         pass
    233 
    234     denominator = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    235     """the denominator of a rational number in lowest terms"""
    236 
    237     imag = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    238     """the imaginary part of a complex number"""
    239 
    240     numerator = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    241     """the numerator of a rational number in lowest terms"""
    242 
    243     real = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    244     """the real part of a complex number"""
    长整型(long)

    三、浮点型

    如:3.14、2.88
    每个浮点型都具备如下功能:

      1 class float(object):
      2     """
      3     float(x) -> floating point number
      4     
      5     Convert a string or number to a floating point number, if possible.
      6     """
      7     def as_integer_ratio(self):   
      8         """ 获取改值的最简比 """
      9         """
     10         float.as_integer_ratio() -> (int, int)
     11 
     12         Return a pair of integers, whose ratio is exactly equal to the original
     13         float and with a positive denominator.
     14         Raise OverflowError on infinities and a ValueError on NaNs.
     15 
     16         >>> (10.0).as_integer_ratio()
     17         (10, 1)
     18         >>> (0.0).as_integer_ratio()
     19         (0, 1)
     20         >>> (-.25).as_integer_ratio()
     21         (-1, 4)
     22         """
     23         pass
     24 
     25     def conjugate(self, *args, **kwargs): # real signature unknown
     26         """ Return self, the complex conjugate of any float. """
     27         pass
     28 
     29     def fromhex(self, string):   
     30         """ 将十六进制字符串转换成浮点型 """
     31         """
     32         float.fromhex(string) -> float
     33         
     34         Create a floating-point number from a hexadecimal string.
     35         >>> float.fromhex('0x1.ffffp10')
     36         2047.984375
     37         >>> float.fromhex('-0x1p-1074')
     38         -4.9406564584124654e-324
     39         """
     40         return 0.0
     41 
     42     def hex(self):   
     43         """ 返回当前值的 16 进制表示 """
     44         """
     45         float.hex() -> string
     46         
     47         Return a hexadecimal representation of a floating-point number.
     48         >>> (-0.1).hex()
     49         '-0x1.999999999999ap-4'
     50         >>> 3.14159.hex()
     51         '0x1.921f9f01b866ep+1'
     52         """
     53         return ""
     54 
     55     def is_integer(self, *args, **kwargs): # real signature unknown
     56         """ Return True if the float is an integer. """
     57         pass
     58 
     59     def __abs__(self):   
     60         """ x.__abs__() <==> abs(x) """
     61         pass
     62 
     63     def __add__(self, y):   
     64         """ x.__add__(y) <==> x+y """
     65         pass
     66 
     67     def __coerce__(self, y):   
     68         """ x.__coerce__(y) <==> coerce(x, y) """
     69         pass
     70 
     71     def __divmod__(self, y):   
     72         """ x.__divmod__(y) <==> divmod(x, y) """
     73         pass
     74 
     75     def __div__(self, y):   
     76         """ x.__div__(y) <==> x/y """
     77         pass
     78 
     79     def __eq__(self, y):   
     80         """ x.__eq__(y) <==> x==y """
     81         pass
     82 
     83     def __float__(self):   
     84         """ x.__float__() <==> float(x) """
     85         pass
     86 
     87     def __floordiv__(self, y):   
     88         """ x.__floordiv__(y) <==> x//y """
     89         pass
     90 
     91     def __format__(self, format_spec):   
     92         """
     93         float.__format__(format_spec) -> string
     94         
     95         Formats the float according to format_spec.
     96         """
     97         return ""
     98 
     99     def __getattribute__(self, name):   
    100         """ x.__getattribute__('name') <==> x.name """
    101         pass
    102 
    103     def __getformat__(self, typestr):   
    104         """
    105         float.__getformat__(typestr) -> string
    106         
    107         You probably don't want to use this function.  It exists mainly to be
    108         used in Python's test suite.
    109         
    110         typestr must be 'double' or 'float'.  This function returns whichever of
    111         'unknown', 'IEEE, big-endian' or 'IEEE, little-endian' best describes the
    112         format of floating point numbers used by the C type named by typestr.
    113         """
    114         return ""
    115 
    116     def __getnewargs__(self, *args, **kwargs): # real signature unknown
    117         pass
    118 
    119     def __ge__(self, y):   
    120         """ x.__ge__(y) <==> x>=y """
    121         pass
    122 
    123     def __gt__(self, y):   
    124         """ x.__gt__(y) <==> x>y """
    125         pass
    126 
    127     def __hash__(self):   
    128         """ x.__hash__() <==> hash(x) """
    129         pass
    130 
    131     def __init__(self, x):   
    132         pass
    133 
    134     def __int__(self):   
    135         """ x.__int__() <==> int(x) """
    136         pass
    137 
    138     def __le__(self, y):   
    139         """ x.__le__(y) <==> x<=y """
    140         pass
    141 
    142     def __long__(self):   
    143         """ x.__long__() <==> long(x) """
    144         pass
    145 
    146     def __lt__(self, y):   
    147         """ x.__lt__(y) <==> x<y """
    148         pass
    149 
    150     def __mod__(self, y):   
    151         """ x.__mod__(y) <==> x%y """
    152         pass
    153 
    154     def __mul__(self, y):   
    155         """ x.__mul__(y) <==> x*y """
    156         pass
    157 
    158     def __neg__(self):   
    159         """ x.__neg__() <==> -x """
    160         pass
    161 
    162     @staticmethod # known case of __new__
    163     def __new__(S, *more):   
    164         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    165         pass
    166 
    167     def __ne__(self, y):   
    168         """ x.__ne__(y) <==> x!=y """
    169         pass
    170 
    171     def __nonzero__(self):   
    172         """ x.__nonzero__() <==> x != 0 """
    173         pass
    174 
    175     def __pos__(self):   
    176         """ x.__pos__() <==> +x """
    177         pass
    178 
    179     def __pow__(self, y, z=None):   
    180         """ x.__pow__(y[, z]) <==> pow(x, y[, z]) """
    181         pass
    182 
    183     def __radd__(self, y):   
    184         """ x.__radd__(y) <==> y+x """
    185         pass
    186 
    187     def __rdivmod__(self, y):   
    188         """ x.__rdivmod__(y) <==> divmod(y, x) """
    189         pass
    190 
    191     def __rdiv__(self, y):   
    192         """ x.__rdiv__(y) <==> y/x """
    193         pass
    194 
    195     def __repr__(self):   
    196         """ x.__repr__() <==> repr(x) """
    197         pass
    198 
    199     def __rfloordiv__(self, y):   
    200         """ x.__rfloordiv__(y) <==> y//x """
    201         pass
    202 
    203     def __rmod__(self, y):   
    204         """ x.__rmod__(y) <==> y%x """
    205         pass
    206 
    207     def __rmul__(self, y):   
    208         """ x.__rmul__(y) <==> y*x """
    209         pass
    210 
    211     def __rpow__(self, x, z=None):   
    212         """ y.__rpow__(x[, z]) <==> pow(x, y[, z]) """
    213         pass
    214 
    215     def __rsub__(self, y):   
    216         """ x.__rsub__(y) <==> y-x """
    217         pass
    218 
    219     def __rtruediv__(self, y):   
    220         """ x.__rtruediv__(y) <==> y/x """
    221         pass
    222 
    223     def __setformat__(self, typestr, fmt):   
    224         """
    225         float.__setformat__(typestr, fmt) -> None
    226         
    227         You probably don't want to use this function.  It exists mainly to be
    228         used in Python's test suite.
    229         
    230         typestr must be 'double' or 'float'.  fmt must be one of 'unknown',
    231         'IEEE, big-endian' or 'IEEE, little-endian', and in addition can only be
    232         one of the latter two if it appears to match the underlying C reality.
    233         
    234         Override the automatic determination of C-level floating point type.
    235         This affects how floats are converted to and from binary strings.
    236         """
    237         pass
    238 
    239     def __str__(self):   
    240         """ x.__str__() <==> str(x) """
    241         pass
    242 
    243     def __sub__(self, y):   
    244         """ x.__sub__(y) <==> x-y """
    245         pass
    246 
    247     def __truediv__(self, y):   
    248         """ x.__truediv__(y) <==> x/y """
    249         pass
    250 
    251     def __trunc__(self, *args, **kwargs): # real signature unknown
    252         """ Return the Integral closest to x between 0 and x. """
    253         pass
    254 
    255     imag = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    256     """the imaginary part of a complex number"""
    257 
    258     real = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    259     """the real part of a complex number"""
    浮点型(float)

    四、字符串

    如:'sandler'、'yuli'
    每个字符串都具备如下功能:

      1 class str(basestring):
      2     """
      3     str(object='') -> string
      4     
      5     Return a nice string representation of the object.
      6     If the argument is a string, the return value is the same object.
      7     """
      8     def capitalize(self):  
      9         """ 首字母变大写 """
     10         """
     11         S.capitalize() -> string
     12         
     13         Return a copy of the string S with only its first character
     14         capitalized.
     15         """
     16         return ""
     17 
     18     def center(self, width, fillchar=None):  
     19         """ 内容居中,width:总长度;fillchar:空白处填充内容,默认无 """
     20         """
     21         S.center(width[, fillchar]) -> string
     22         
     23         Return S centered in a string of length width. Padding is
     24         done using the specified fill character (default is a space)
     25         """
     26         return ""
     27 
     28     def count(self, sub, start=None, end=None):  
     29         """ 子序列个数 """
     30         """
     31         S.count(sub[, start[, end]]) -> int
     32         
     33         Return the number of non-overlapping occurrences of substring sub in
     34         string S[start:end].  Optional arguments start and end are interpreted
     35         as in slice notation.
     36         """
     37         return 0
     38 
     39     def decode(self, encoding=None, errors=None):  
     40         """ 解码 """
     41         """
     42         S.decode([encoding[,errors]]) -> object
     43         
     44         Decodes S using the codec registered for encoding. encoding defaults
     45         to the default encoding. errors may be given to set a different error
     46         handling scheme. Default is 'strict' meaning that encoding errors raise
     47         a UnicodeDecodeError. Other possible values are 'ignore' and 'replace'
     48         as well as any other name registered with codecs.register_error that is
     49         able to handle UnicodeDecodeErrors.
     50         """
     51         return object()
     52 
     53     def encode(self, encoding=None, errors=None):  
     54         """ 编码,针对unicode """
     55         """
     56         S.encode([encoding[,errors]]) -> object
     57         
     58         Encodes S using the codec registered for encoding. encoding defaults
     59         to the default encoding. errors may be given to set a different error
     60         handling scheme. Default is 'strict' meaning that encoding errors raise
     61         a UnicodeEncodeError. Other possible values are 'ignore', 'replace' and
     62         'xmlcharrefreplace' as well as any other name registered with
     63         codecs.register_error that is able to handle UnicodeEncodeErrors.
     64         """
     65         return object()
     66 
     67     def endswith(self, suffix, start=None, end=None):  
     68         """ 是否以 xxx 结束 """
     69         """
     70         S.endswith(suffix[, start[, end]]) -> bool
     71         
     72         Return True if S ends with the specified suffix, False otherwise.
     73         With optional start, test S beginning at that position.
     74         With optional end, stop comparing S at that position.
     75         suffix can also be a tuple of strings to try.
     76         """
     77         return False
     78 
     79     def expandtabs(self, tabsize=None):  
     80         """ 将tab转换成空格,默认一个tab转换成8个空格 """
     81         """
     82         S.expandtabs([tabsize]) -> string
     83         
     84         Return a copy of S where all tab characters are expanded using spaces.
     85         If tabsize is not given, a tab size of 8 characters is assumed.
     86         """
     87         return ""
     88 
     89     def find(self, sub, start=None, end=None):  
     90         """ 寻找子序列位置,如果没找到,返回 -1 """
     91         """
     92         S.find(sub [,start [,end]]) -> int
     93         
     94         Return the lowest index in S where substring sub is found,
     95         such that sub is contained within S[start:end].  Optional
     96         arguments start and end are interpreted as in slice notation.
     97         
     98         Return -1 on failure.
     99         """
    100         return 0
    101 
    102     def format(*args, **kwargs): # known special case of str.format
    103         """ 字符串格式化,动态参数,将函数式编程时细说 """
    104         """
    105         S.format(*args, **kwargs) -> string
    106         
    107         Return a formatted version of S, using substitutions from args and kwargs.
    108         The substitutions are identified by braces ('{' and '}').
    109         """
    110         pass
    111 
    112     def index(self, sub, start=None, end=None):  
    113         """ 子序列位置,如果没找到,报错 """
    114         S.index(sub [,start [,end]]) -> int
    115         
    116         Like S.find() but raise ValueError when the substring is not found.
    117         """
    118         return 0
    119 
    120     def isalnum(self):  
    121         """ 是否是字母和数字 """
    122         """
    123         S.isalnum() -> bool
    124         
    125         Return True if all characters in S are alphanumeric
    126         and there is at least one character in S, False otherwise.
    127         """
    128         return False
    129 
    130     def isalpha(self):  
    131         """ 是否是字母 """
    132         """
    133         S.isalpha() -> bool
    134         
    135         Return True if all characters in S are alphabetic
    136         and there is at least one character in S, False otherwise.
    137         """
    138         return False
    139 
    140     def isdigit(self):  
    141         """ 是否是数字 """
    142         """
    143         S.isdigit() -> bool
    144         
    145         Return True if all characters in S are digits
    146         and there is at least one character in S, False otherwise.
    147         """
    148         return False
    149 
    150     def islower(self):  
    151         """ 是否小写 """
    152         """
    153         S.islower() -> bool
    154         
    155         Return True if all cased characters in S are lowercase and there is
    156         at least one cased character in S, False otherwise.
    157         """
    158         return False
    159 
    160     def isspace(self):  
    161         """
    162         S.isspace() -> bool
    163         
    164         Return True if all characters in S are whitespace
    165         and there is at least one character in S, False otherwise.
    166         """
    167         return False
    168 
    169     def istitle(self):  
    170         """
    171         S.istitle() -> bool
    172         
    173         Return True if S is a titlecased string and there is at least one
    174         character in S, i.e. uppercase characters may only follow uncased
    175         characters and lowercase characters only cased ones. Return False
    176         otherwise.
    177         """
    178         return False
    179 
    180     def isupper(self):  
    181         """
    182         S.isupper() -> bool
    183         
    184         Return True if all cased characters in S are uppercase and there is
    185         at least one cased character in S, False otherwise.
    186         """
    187         return False
    188 
    189     def join(self, iterable):  
    190         """ 连接 """
    191         """
    192         S.join(iterable) -> string
    193         
    194         Return a string which is the concatenation of the strings in the
    195         iterable.  The separator between elements is S.
    196         """
    197         return ""
    198 
    199     def ljust(self, width, fillchar=None):  
    200         """ 内容左对齐,右侧填充 """
    201         """
    202         S.ljust(width[, fillchar]) -> string
    203         
    204         Return S left-justified in a string of length width. Padding is
    205         done using the specified fill character (default is a space).
    206         """
    207         return ""
    208 
    209     def lower(self):  
    210         """ 变小写 """
    211         """
    212         S.lower() -> string
    213         
    214         Return a copy of the string S converted to lowercase.
    215         """
    216         return ""
    217 
    218     def lstrip(self, chars=None):  
    219         """ 移除左侧空白 """
    220         """
    221         S.lstrip([chars]) -> string or unicode
    222         
    223         Return a copy of the string S with leading whitespace removed.
    224         If chars is given and not None, remove characters in chars instead.
    225         If chars is unicode, S will be converted to unicode before stripping
    226         """
    227         return ""
    228 
    229     def partition(self, sep):  
    230         """ 分割,前,中,后三部分 """
    231         """
    232         S.partition(sep) -> (head, sep, tail)
    233         
    234         Search for the separator sep in S, and return the part before it,
    235         the separator itself, and the part after it.  If the separator is not
    236         found, return S and two empty strings.
    237         """
    238         pass
    239 
    240     def replace(self, old, new, count=None):  
    241         """ 替换 """
    242         """
    243         S.replace(old, new[, count]) -> string
    244         
    245         Return a copy of string S with all occurrences of substring
    246         old replaced by new.  If the optional argument count is
    247         given, only the first count occurrences are replaced.
    248         """
    249         return ""
    250 
    251     def rfind(self, sub, start=None, end=None):  
    252         """
    253         S.rfind(sub [,start [,end]]) -> int
    254         
    255         Return the highest index in S where substring sub is found,
    256         such that sub is contained within S[start:end].  Optional
    257         arguments start and end are interpreted as in slice notation.
    258         
    259         Return -1 on failure.
    260         """
    261         return 0
    262 
    263     def rindex(self, sub, start=None, end=None):  
    264         """
    265         S.rindex(sub [,start [,end]]) -> int
    266         
    267         Like S.rfind() but raise ValueError when the substring is not found.
    268         """
    269         return 0
    270 
    271     def rjust(self, width, fillchar=None):  
    272         """
    273         S.rjust(width[, fillchar]) -> string
    274         
    275         Return S right-justified in a string of length width. Padding is
    276         done using the specified fill character (default is a space)
    277         """
    278         return ""
    279 
    280     def rpartition(self, sep):  
    281         """
    282         S.rpartition(sep) -> (head, sep, tail)
    283         
    284         Search for the separator sep in S, starting at the end of S, and return
    285         the part before it, the separator itself, and the part after it.  If the
    286         separator is not found, return two empty strings and S.
    287         """
    288         pass
    289 
    290     def rsplit(self, sep=None, maxsplit=None):  
    291         """
    292         S.rsplit([sep [,maxsplit]]) -> list of strings
    293         
    294         Return a list of the words in the string S, using sep as the
    295         delimiter string, starting at the end of the string and working
    296         to the front.  If maxsplit is given, at most maxsplit splits are
    297         done. If sep is not specified or is None, any whitespace string
    298         is a separator.
    299         """
    300         return []
    301 
    302     def rstrip(self, chars=None):  
    303         """
    304         S.rstrip([chars]) -> string or unicode
    305         
    306         Return a copy of the string S with trailing whitespace removed.
    307         If chars is given and not None, remove characters in chars instead.
    308         If chars is unicode, S will be converted to unicode before stripping
    309         """
    310         return ""
    311 
    312     def split(self, sep=None, maxsplit=None):  
    313         """ 分割, maxsplit最多分割几次 """
    314         """
    315         S.split([sep [,maxsplit]]) -> list of strings
    316         
    317         Return a list of the words in the string S, using sep as the
    318         delimiter string.  If maxsplit is given, at most maxsplit
    319         splits are done. If sep is not specified or is None, any
    320         whitespace string is a separator and empty strings are removed
    321         from the result.
    322         """
    323         return []
    324 
    325     def splitlines(self, keepends=False):  
    326         """ 根据换行分割 """
    327         """
    328         S.splitlines(keepends=False) -> list of strings
    329         
    330         Return a list of the lines in S, breaking at line boundaries.
    331         Line breaks are not included in the resulting list unless keepends
    332         is given and true.
    333         """
    334         return []
    335 
    336     def startswith(self, prefix, start=None, end=None):  
    337         """ 是否起始 """
    338         """
    339         S.startswith(prefix[, start[, end]]) -> bool
    340         
    341         Return True if S starts with the specified prefix, False otherwise.
    342         With optional start, test S beginning at that position.
    343         With optional end, stop comparing S at that position.
    344         prefix can also be a tuple of strings to try.
    345         """
    346         return False
    347 
    348     def strip(self, chars=None):  
    349         """ 移除两段空白 """
    350         """
    351         S.strip([chars]) -> string or unicode
    352         
    353         Return a copy of the string S with leading and trailing
    354         whitespace removed.
    355         If chars is given and not None, remove characters in chars instead.
    356         If chars is unicode, S will be converted to unicode before stripping
    357         """
    358         return ""
    359 
    360     def swapcase(self):  
    361         """ 大写变小写,小写变大写 """
    362         """
    363         S.swapcase() -> string
    364         
    365         Return a copy of the string S with uppercase characters
    366         converted to lowercase and vice versa.
    367         """
    368         return ""
    369 
    370     def title(self):  
    371         """
    372         S.title() -> string
    373         
    374         Return a titlecased version of S, i.e. words start with uppercase
    375         characters, all remaining cased characters have lowercase.
    376         """
    377         return ""
    378 
    379     def translate(self, table, deletechars=None):  
    380         """
    381         转换,需要先做一个对应表,最后一个表示删除字符集合
    382         intab = "aeiou"
    383         outtab = "12345"
    384         trantab = maketrans(intab, outtab)
    385         str = "this is string example....wow!!!"
    386         print str.translate(trantab, 'xm')
    387         """
    388 
    389         """
    390         S.translate(table [,deletechars]) -> string
    391         
    392         Return a copy of the string S, where all characters occurring
    393         in the optional argument deletechars are removed, and the
    394         remaining characters have been mapped through the given
    395         translation table, which must be a string of length 256 or None.
    396         If the table argument is None, no translation is applied and
    397         the operation simply removes the characters in deletechars.
    398         """
    399         return ""
    400 
    401     def upper(self):  
    402         """
    403         S.upper() -> string
    404         
    405         Return a copy of the string S converted to uppercase.
    406         """
    407         return ""
    408 
    409     def zfill(self, width):  
    410         """方法返回指定长度的字符串,原字符串右对齐,前面填充0。"""
    411         """
    412         S.zfill(width) -> string
    413         
    414         Pad a numeric string S with zeros on the left, to fill a field
    415         of the specified width.  The string S is never truncated.
    416         """
    417         return ""
    418 
    419     def _formatter_field_name_split(self, *args, **kwargs): # real signature unknown
    420         pass
    421 
    422     def _formatter_parser(self, *args, **kwargs): # real signature unknown
    423         pass
    424 
    425     def __add__(self, y):  
    426         """ x.__add__(y) <==> x+y """
    427         pass
    428 
    429     def __contains__(self, y):  
    430         """ x.__contains__(y) <==> y in x """
    431         pass
    432 
    433     def __eq__(self, y):  
    434         """ x.__eq__(y) <==> x==y """
    435         pass
    436 
    437     def __format__(self, format_spec):  
    438         """
    439         S.__format__(format_spec) -> string
    440         
    441         Return a formatted version of S as described by format_spec.
    442         """
    443         return ""
    444 
    445     def __getattribute__(self, name):  
    446         """ x.__getattribute__('name') <==> x.name """
    447         pass
    448 
    449     def __getitem__(self, y):  
    450         """ x.__getitem__(y) <==> x[y] """
    451         pass
    452 
    453     def __getnewargs__(self, *args, **kwargs): # real signature unknown
    454         pass
    455 
    456     def __getslice__(self, i, j):  
    457         """
    458         x.__getslice__(i, j) <==> x[i:j]
    459                    
    460                    Use of negative indices is not supported.
    461         """
    462         pass
    463 
    464     def __ge__(self, y):  
    465         """ x.__ge__(y) <==> x>=y """
    466         pass
    467 
    468     def __gt__(self, y):  
    469         """ x.__gt__(y) <==> x>y """
    470         pass
    471 
    472     def __hash__(self):  
    473         """ x.__hash__() <==> hash(x) """
    474         pass
    475 
    476     def __init__(self, string=''): # known special case of str.__init__
    477         """
    478         str(object='') -> string
    479         
    480         Return a nice string representation of the object.
    481         If the argument is a string, the return value is the same object.
    482         # (copied from class doc)
    483         """
    484         pass
    485 
    486     def __len__(self):  
    487         """ x.__len__() <==> len(x) """
    488         pass
    489 
    490     def __le__(self, y):  
    491         """ x.__le__(y) <==> x<=y """
    492         pass
    493 
    494     def __lt__(self, y):  
    495         """ x.__lt__(y) <==> x<y """
    496         pass
    497 
    498     def __mod__(self, y):  
    499         """ x.__mod__(y) <==> x%y """
    500         pass
    501 
    502     def __mul__(self, n):  
    503         """ x.__mul__(n) <==> x*n """
    504         pass
    505 
    506     @staticmethod # known case of __new__
    507     def __new__(S, *more):  
    508         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    509         pass
    510 
    511     def __ne__(self, y):  
    512         """ x.__ne__(y) <==> x!=y """
    513         pass
    514 
    515     def __repr__(self):  
    516         """ x.__repr__() <==> repr(x) """
    517         pass
    518 
    519     def __rmod__(self, y):  
    520         """ x.__rmod__(y) <==> y%x """
    521         pass
    522 
    523     def __rmul__(self, n):  
    524         """ x.__rmul__(n) <==> n*x """
    525         pass
    526 
    527     def __sizeof__(self):  
    528         """ S.__sizeof__() -> size of S in memory, in bytes """
    529         pass
    530 
    531     def __str__(self):  
    532         """ x.__str__() <==> str(x) """
    533         pass
    字符串(str)

    五、列表

    如:[11,22,33]、['sandler', 'yuli', 'jack']
    每个列表都具备如下功能:

      1 class list(object):
      2     """
      3     list() -> new empty list
      4     list(iterable) -> new list initialized from iterable's items
      5     """
      6     def append(self, p_object): # real signature unknown; restored from __doc__
      7         """ L.append(object) -- append object to end """
      8         pass
      9 
     10     def count(self, value): # real signature unknown; restored from __doc__
     11         """ L.count(value) -> integer -- return number of occurrences of value """
     12         return 0
     13 
     14     def extend(self, iterable): # real signature unknown; restored from __doc__
     15         """ L.extend(iterable) -- extend list by appending elements from the iterable """
     16         pass
     17 
     18     def index(self, value, start=None, stop=None): # real signature unknown; restored from __doc__
     19         """
     20         L.index(value, [start, [stop]]) -> integer -- return first index of value.
     21         Raises ValueError if the value is not present.
     22         """
     23         return 0
     24 
     25     def insert(self, index, p_object): # real signature unknown; restored from __doc__
     26         """ L.insert(index, object) -- insert object before index """
     27         pass
     28 
     29     def pop(self, index=None): # real signature unknown; restored from __doc__
     30         """
     31         L.pop([index]) -> item -- remove and return item at index (default last).
     32         Raises IndexError if list is empty or index is out of range.
     33         """
     34         pass
     35 
     36     def remove(self, value): # real signature unknown; restored from __doc__
     37         """
     38         L.remove(value) -- remove first occurrence of value.
     39         Raises ValueError if the value is not present.
     40         """
     41         pass
     42 
     43     def reverse(self): # real signature unknown; restored from __doc__
     44         """ L.reverse() -- reverse *IN PLACE* """
     45         pass
     46 
     47     def sort(self, cmp=None, key=None, reverse=False): # real signature unknown; restored from __doc__
     48         """
     49         L.sort(cmp=None, key=None, reverse=False) -- stable sort *IN PLACE*;
     50         cmp(x, y) -> -1, 0, 1
     51         """
     52         pass
     53 
     54     def __add__(self, y): # real signature unknown; restored from __doc__
     55         """ x.__add__(y) <==> x+y """
     56         pass
     57 
     58     def __contains__(self, y): # real signature unknown; restored from __doc__
     59         """ x.__contains__(y) <==> y in x """
     60         pass
     61 
     62     def __delitem__(self, y): # real signature unknown; restored from __doc__
     63         """ x.__delitem__(y) <==> del x[y] """
     64         pass
     65 
     66     def __delslice__(self, i, j): # real signature unknown; restored from __doc__
     67         """
     68         x.__delslice__(i, j) <==> del x[i:j]
     69                    
     70                    Use of negative indices is not supported.
     71         """
     72         pass
     73 
     74     def __eq__(self, y): # real signature unknown; restored from __doc__
     75         """ x.__eq__(y) <==> x==y """
     76         pass
     77 
     78     def __getattribute__(self, name): # real signature unknown; restored from __doc__
     79         """ x.__getattribute__('name') <==> x.name """
     80         pass
     81 
     82     def __getitem__(self, y): # real signature unknown; restored from __doc__
     83         """ x.__getitem__(y) <==> x[y] """
     84         pass
     85 
     86     def __getslice__(self, i, j): # real signature unknown; restored from __doc__
     87         """
     88         x.__getslice__(i, j) <==> x[i:j]
     89                    
     90                    Use of negative indices is not supported.
     91         """
     92         pass
     93 
     94     def __ge__(self, y): # real signature unknown; restored from __doc__
     95         """ x.__ge__(y) <==> x>=y """
     96         pass
     97 
     98     def __gt__(self, y): # real signature unknown; restored from __doc__
     99         """ x.__gt__(y) <==> x>y """
    100         pass
    101 
    102     def __iadd__(self, y): # real signature unknown; restored from __doc__
    103         """ x.__iadd__(y) <==> x+=y """
    104         pass
    105 
    106     def __imul__(self, y): # real signature unknown; restored from __doc__
    107         """ x.__imul__(y) <==> x*=y """
    108         pass
    109 
    110     def __init__(self, seq=()): # known special case of list.__init__
    111         """
    112         list() -> new empty list
    113         list(iterable) -> new list initialized from iterable's items
    114         # (copied from class doc)
    115         """
    116         pass
    117 
    118     def __iter__(self): # real signature unknown; restored from __doc__
    119         """ x.__iter__() <==> iter(x) """
    120         pass
    121 
    122     def __len__(self): # real signature unknown; restored from __doc__
    123         """ x.__len__() <==> len(x) """
    124         pass
    125 
    126     def __le__(self, y): # real signature unknown; restored from __doc__
    127         """ x.__le__(y) <==> x<=y """
    128         pass
    129 
    130     def __lt__(self, y): # real signature unknown; restored from __doc__
    131         """ x.__lt__(y) <==> x<y """
    132         pass
    133 
    134     def __mul__(self, n): # real signature unknown; restored from __doc__
    135         """ x.__mul__(n) <==> x*n """
    136         pass
    137 
    138     @staticmethod # known case of __new__
    139     def __new__(S, *more): # real signature unknown; restored from __doc__
    140         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    141         pass
    142 
    143     def __ne__(self, y): # real signature unknown; restored from __doc__
    144         """ x.__ne__(y) <==> x!=y """
    145         pass
    146 
    147     def __repr__(self): # real signature unknown; restored from __doc__
    148         """ x.__repr__() <==> repr(x) """
    149         pass
    150 
    151     def __reversed__(self): # real signature unknown; restored from __doc__
    152         """ L.__reversed__() -- return a reverse iterator over the list """
    153         pass
    154 
    155     def __rmul__(self, n): # real signature unknown; restored from __doc__
    156         """ x.__rmul__(n) <==> n*x """
    157         pass
    158 
    159     def __setitem__(self, i, y): # real signature unknown; restored from __doc__
    160         """ x.__setitem__(i, y) <==> x[i]=y """
    161         pass
    162 
    163     def __setslice__(self, i, j, y): # real signature unknown; restored from __doc__
    164         """
    165         x.__setslice__(i, j, y) <==> x[i:j]=y
    166                    
    167                    Use  of negative indices is not supported.
    168         """
    169         pass
    170 
    171     def __sizeof__(self): # real signature unknown; restored from __doc__
    172         """ L.__sizeof__() -- size of L in memory, in bytes """
    173         pass
    174 
    175     __hash__ = None
    列表(list)

    六、元祖

    如:(11,22,33)、('sandler', 'yuli', 'jack')
    每个元组都具备如下功能:

      1 class tuple(object):
      2     """
      3     tuple() -> empty tuple
      4     tuple(iterable) -> tuple initialized from iterable's items
      5     
      6     If the argument is a tuple, the return value is the same object.
      7     """
      8     def count(self, value): # real signature unknown; restored from __doc__
      9         """ T.count(value) -> integer -- return number of occurrences of value """
     10         return 0
     11 
     12     def index(self, value, start=None, stop=None): # real signature unknown; restored from __doc__
     13         """
     14         T.index(value, [start, [stop]]) -> integer -- return first index of value.
     15         Raises ValueError if the value is not present.
     16         """
     17         return 0
     18 
     19     def __add__(self, y): # real signature unknown; restored from __doc__
     20         """ x.__add__(y) <==> x+y """
     21         pass
     22 
     23     def __contains__(self, y): # real signature unknown; restored from __doc__
     24         """ x.__contains__(y) <==> y in x """
     25         pass
     26 
     27     def __eq__(self, y): # real signature unknown; restored from __doc__
     28         """ x.__eq__(y) <==> x==y """
     29         pass
     30 
     31     def __getattribute__(self, name): # real signature unknown; restored from __doc__
     32         """ x.__getattribute__('name') <==> x.name """
     33         pass
     34 
     35     def __getitem__(self, y): # real signature unknown; restored from __doc__
     36         """ x.__getitem__(y) <==> x[y] """
     37         pass
     38 
     39     def __getnewargs__(self, *args, **kwargs): # real signature unknown
     40         pass
     41 
     42     def __getslice__(self, i, j): # real signature unknown; restored from __doc__
     43         """
     44         x.__getslice__(i, j) <==> x[i:j]
     45                    
     46                    Use of negative indices is not supported.
     47         """
     48         pass
     49 
     50     def __ge__(self, y): # real signature unknown; restored from __doc__
     51         """ x.__ge__(y) <==> x>=y """
     52         pass
     53 
     54     def __gt__(self, y): # real signature unknown; restored from __doc__
     55         """ x.__gt__(y) <==> x>y """
     56         pass
     57 
     58     def __hash__(self): # real signature unknown; restored from __doc__
     59         """ x.__hash__() <==> hash(x) """
     60         pass
     61 
     62     def __init__(self, seq=()): # known special case of tuple.__init__
     63         """
     64         tuple() -> empty tuple
     65         tuple(iterable) -> tuple initialized from iterable's items
     66         
     67         If the argument is a tuple, the return value is the same object.
     68         # (copied from class doc)
     69         """
     70         pass
     71 
     72     def __iter__(self): # real signature unknown; restored from __doc__
     73         """ x.__iter__() <==> iter(x) """
     74         pass
     75 
     76     def __len__(self): # real signature unknown; restored from __doc__
     77         """ x.__len__() <==> len(x) """
     78         pass
     79 
     80     def __le__(self, y): # real signature unknown; restored from __doc__
     81         """ x.__le__(y) <==> x<=y """
     82         pass
     83 
     84     def __lt__(self, y): # real signature unknown; restored from __doc__
     85         """ x.__lt__(y) <==> x<y """
     86         pass
     87 
     88     def __mul__(self, n): # real signature unknown; restored from __doc__
     89         """ x.__mul__(n) <==> x*n """
     90         pass
     91 
     92     @staticmethod # known case of __new__
     93     def __new__(S, *more): # real signature unknown; restored from __doc__
     94         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
     95         pass
     96 
     97     def __ne__(self, y): # real signature unknown; restored from __doc__
     98         """ x.__ne__(y) <==> x!=y """
     99         pass
    100 
    101     def __repr__(self): # real signature unknown; restored from __doc__
    102         """ x.__repr__() <==> repr(x) """
    103         pass
    104 
    105     def __rmul__(self, n): # real signature unknown; restored from __doc__
    106         """ x.__rmul__(n) <==> n*x """
    107         pass
    108 
    109     def __sizeof__(self): # real signature unknown; restored from __doc__
    110         """ T.__sizeof__() -- size of T in memory, in bytes """
    111         pass
    元祖(tuple)

    七、字典

    如:{'name': 'sandler', 'age': 18} 、{'id': '666', 'name': 'sandler'}
    ps:循环时,默认循环key
    每个字典都具备如下功能:

      1 class dict(object):
      2     """
      3     dict() -> new empty dictionary
      4     dict(mapping) -> new dictionary initialized from a mapping object's
      5         (key, value) pairs
      6     dict(iterable) -> new dictionary initialized as if via:
      7         d = {}
      8         for k, v in iterable:
      9             d[k] = v
     10     dict(**kwargs) -> new dictionary initialized with the name=value pairs
     11         in the keyword argument list.  For example:  dict(one=1, two=2)
     12     """
     13 
     14     def clear(self): # real signature unknown; restored from __doc__
     15         """ 清除内容 """
     16         """ D.clear() -> None.  Remove all items from D. """
     17         pass
     18 
     19     def copy(self): # real signature unknown; restored from __doc__
     20         """ 浅拷贝 """
     21         """ D.copy() -> a shallow copy of D """
     22         pass
     23 
     24     @staticmethod # known case
     25     def fromkeys(S, v=None): # real signature unknown; restored from __doc__
     26         """
     27         dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.
     28         v defaults to None.
     29         """
     30         pass
     31 
     32     def get(self, k, d=None): # real signature unknown; restored from __doc__
     33         """ 根据key获取值,d是默认值 """
     34         """ D.get(k[,d]) -> D[k] if k in D, else d.  d defaults to None. """
     35         pass
     36 
     37     def has_key(self, k): # real signature unknown; restored from __doc__
     38         """ 是否有key """
     39         """ D.has_key(k) -> True if D has a key k, else False """
     40         return False
     41 
     42     def items(self): # real signature unknown; restored from __doc__
     43         """ 所有项的列表形式 """
     44         """ D.items() -> list of D's (key, value) pairs, as 2-tuples """
     45         return []
     46 
     47     def iteritems(self): # real signature unknown; restored from __doc__
     48         """ 项可迭代 """
     49         """ D.iteritems() -> an iterator over the (key, value) items of D """
     50         pass
     51 
     52     def iterkeys(self): # real signature unknown; restored from __doc__
     53         """ key可迭代 """
     54         """ D.iterkeys() -> an iterator over the keys of D """
     55         pass
     56 
     57     def itervalues(self): # real signature unknown; restored from __doc__
     58         """ value可迭代 """
     59         """ D.itervalues() -> an iterator over the values of D """
     60         pass
     61 
     62     def keys(self): # real signature unknown; restored from __doc__
     63         """ 所有的key列表 """
     64         """ D.keys() -> list of D's keys """
     65         return []
     66 
     67     def pop(self, k, d=None): # real signature unknown; restored from __doc__
     68         """ 获取并在字典中移除 """
     69         """
     70         D.pop(k[,d]) -> v, remove specified key and return the corresponding value.
     71         If key is not found, d is returned if given, otherwise KeyError is raised
     72         """
     73         pass
     74 
     75     def popitem(self): # real signature unknown; restored from __doc__
     76         """ 获取并在字典中移除 """
     77         """
     78         D.popitem() -> (k, v), remove and return some (key, value) pair as a
     79         2-tuple; but raise KeyError if D is empty.
     80         """
     81         pass
     82 
     83     def setdefault(self, k, d=None): # real signature unknown; restored from __doc__
     84         """ 如果key不存在,则创建,如果存在,则返回已存在的值且不修改 """
     85         """ D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D """
     86         pass
     87 
     88     def update(self, E=None, **F): # known special case of dict.update
     89         """ 更新
     90             {'name':'alex', 'age': 18000}
     91             [('name','sbsbsb'),]
     92         """
     93         """
     94         D.update([E, ]**F) -> None.  Update D from dict/iterable E and F.
     95         If E present and has a .keys() method, does:     for k in E: D[k] = E[k]
     96         If E present and lacks .keys() method, does:     for (k, v) in E: D[k] = v
     97         In either case, this is followed by: for k in F: D[k] = F[k]
     98         """
     99         pass
    100 
    101     def values(self): # real signature unknown; restored from __doc__
    102         """ 所有的值 """
    103         """ D.values() -> list of D's values """
    104         return []
    105 
    106     def viewitems(self): # real signature unknown; restored from __doc__
    107         """ 所有项,只是将内容保存至view对象中 """
    108         """ D.viewitems() -> a set-like object providing a view on D's items """
    109         pass
    110 
    111     def viewkeys(self): # real signature unknown; restored from __doc__
    112         """ D.viewkeys() -> a set-like object providing a view on D's keys """
    113         pass
    114 
    115     def viewvalues(self): # real signature unknown; restored from __doc__
    116         """ D.viewvalues() -> an object providing a view on D's values """
    117         pass
    118 
    119     def __cmp__(self, y): # real signature unknown; restored from __doc__
    120         """ x.__cmp__(y) <==> cmp(x,y) """
    121         pass
    122 
    123     def __contains__(self, k): # real signature unknown; restored from __doc__
    124         """ D.__contains__(k) -> True if D has a key k, else False """
    125         return False
    126 
    127     def __delitem__(self, y): # real signature unknown; restored from __doc__
    128         """ x.__delitem__(y) <==> del x[y] """
    129         pass
    130 
    131     def __eq__(self, y): # real signature unknown; restored from __doc__
    132         """ x.__eq__(y) <==> x==y """
    133         pass
    134 
    135     def __getattribute__(self, name): # real signature unknown; restored from __doc__
    136         """ x.__getattribute__('name') <==> x.name """
    137         pass
    138 
    139     def __getitem__(self, y): # real signature unknown; restored from __doc__
    140         """ x.__getitem__(y) <==> x[y] """
    141         pass
    142 
    143     def __ge__(self, y): # real signature unknown; restored from __doc__
    144         """ x.__ge__(y) <==> x>=y """
    145         pass
    146 
    147     def __gt__(self, y): # real signature unknown; restored from __doc__
    148         """ x.__gt__(y) <==> x>y """
    149         pass
    150 
    151     def __init__(self, seq=None, **kwargs): # known special case of dict.__init__
    152         """
    153         dict() -> new empty dictionary
    154         dict(mapping) -> new dictionary initialized from a mapping object's
    155             (key, value) pairs
    156         dict(iterable) -> new dictionary initialized as if via:
    157             d = {}
    158             for k, v in iterable:
    159                 d[k] = v
    160         dict(**kwargs) -> new dictionary initialized with the name=value pairs
    161             in the keyword argument list.  For example:  dict(one=1, two=2)
    162         # (copied from class doc)
    163         """
    164         pass
    165 
    166     def __iter__(self): # real signature unknown; restored from __doc__
    167         """ x.__iter__() <==> iter(x) """
    168         pass
    169 
    170     def __len__(self): # real signature unknown; restored from __doc__
    171         """ x.__len__() <==> len(x) """
    172         pass
    173 
    174     def __le__(self, y): # real signature unknown; restored from __doc__
    175         """ x.__le__(y) <==> x<=y """
    176         pass
    177 
    178     def __lt__(self, y): # real signature unknown; restored from __doc__
    179         """ x.__lt__(y) <==> x<y """
    180         pass
    181 
    182     @staticmethod # known case of __new__
    183     def __new__(S, *more): # real signature unknown; restored from __doc__
    184         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    185         pass
    186 
    187     def __ne__(self, y): # real signature unknown; restored from __doc__
    188         """ x.__ne__(y) <==> x!=y """
    189         pass
    190 
    191     def __repr__(self): # real signature unknown; restored from __doc__
    192         """ x.__repr__() <==> repr(x) """
    193         pass
    194 
    195     def __setitem__(self, i, y): # real signature unknown; restored from __doc__
    196         """ x.__setitem__(i, y) <==> x[i]=y """
    197         pass
    198 
    199     def __sizeof__(self): # real signature unknown; restored from __doc__
    200         """ D.__sizeof__() -> size of D in memory, in bytes """
    201         pass
    202 
    203     __hash__ = None
    字典(dict)

    八、set集合

    set是一个无序且不重复的元素集合

      1 class set(object):
      2     """
      3     set() -> new empty set object
      4     set(iterable) -> new set object
      5     
      6     Build an unordered collection of unique elements.
      7     """
      8     def add(self, *args, **kwargs): # real signature unknown
      9         """ 添加 """
     10         """
     11         Add an element to a set.
     12         
     13         This has no effect if the element is already present.
     14         """
     15         pass
     16 
     17     def clear(self, *args, **kwargs): # real signature unknown
     18         """ Remove all elements from this set. """
     19         pass
     20 
     21     def copy(self, *args, **kwargs): # real signature unknown
     22         """ Return a shallow copy of a set. """
     23         pass
     24 
     25     def difference(self, *args, **kwargs): # real signature unknown
     26         """
     27         Return the difference of two or more sets as a new set.
     28         
     29         (i.e. all elements that are in this set but not the others.)
     30         """
     31         pass
     32 
     33     def difference_update(self, *args, **kwargs): # real signature unknown
     34         """ 删除当前set中的所有包含在 new set 里的元素 """
     35         """ Remove all elements of another set from this set. """
     36         pass
     37 
     38     def discard(self, *args, **kwargs): # real signature unknown
     39         """ 移除元素 """
     40         """
     41         Remove an element from a set if it is a member.
     42         
     43         If the element is not a member, do nothing.
     44         """
     45         pass
     46 
     47     def intersection(self, *args, **kwargs): # real signature unknown
     48         """ 取交集,新创建一个set """
     49         """
     50         Return the intersection of two or more sets as a new set.
     51         
     52         (i.e. elements that are common to all of the sets.)
     53         """
     54         pass
     55 
     56     def intersection_update(self, *args, **kwargs): # real signature unknown
     57         """ 取交集,修改原来set """
     58         """ Update a set with the intersection of itself and another. """
     59         pass
     60 
     61     def isdisjoint(self, *args, **kwargs): # real signature unknown
     62         """ 如果没有交集,返回true  """
     63         """ Return True if two sets have a null intersection. """
     64         pass
     65 
     66     def issubset(self, *args, **kwargs): # real signature unknown
     67         """ 是否是子集 """
     68         """ Report whether another set contains this set. """
     69         pass
     70 
     71     def issuperset(self, *args, **kwargs): # real signature unknown
     72         """ 是否是父集 """
     73         """ Report whether this set contains another set. """
     74         pass
     75 
     76     def pop(self, *args, **kwargs): # real signature unknown
     77         """ 移除 """
     78         """
     79         Remove and return an arbitrary set element.
     80         Raises KeyError if the set is empty.
     81         """
     82         pass
     83 
     84     def remove(self, *args, **kwargs): # real signature unknown
     85         """ 移除 """
     86         """
     87         Remove an element from a set; it must be a member.
     88         
     89         If the element is not a member, raise a KeyError.
     90         """
     91         pass
     92 
     93     def symmetric_difference(self, *args, **kwargs): # real signature unknown
     94         """ 差集,创建新对象"""
     95         """
     96         Return the symmetric difference of two sets as a new set.
     97         
     98         (i.e. all elements that are in exactly one of the sets.)
     99         """
    100         pass
    101 
    102     def symmetric_difference_update(self, *args, **kwargs): # real signature unknown
    103         """ 差集,改变原来 """
    104         """ Update a set with the symmetric difference of itself and another. """
    105         pass
    106 
    107     def union(self, *args, **kwargs): # real signature unknown
    108         """ 并集 """
    109         """
    110         Return the union of sets as a new set.
    111         
    112         (i.e. all elements that are in either set.)
    113         """
    114         pass
    115 
    116     def update(self, *args, **kwargs): # real signature unknown
    117         """ 更新 """
    118         """ Update a set with the union of itself and others. """
    119         pass
    120 
    121     def __and__(self, y): # real signature unknown; restored from __doc__
    122         """ x.__and__(y) <==> x&y """
    123         pass
    124 
    125     def __cmp__(self, y): # real signature unknown; restored from __doc__
    126         """ x.__cmp__(y) <==> cmp(x,y) """
    127         pass
    128 
    129     def __contains__(self, y): # real signature unknown; restored from __doc__
    130         """ x.__contains__(y) <==> y in x. """
    131         pass
    132 
    133     def __eq__(self, y): # real signature unknown; restored from __doc__
    134         """ x.__eq__(y) <==> x==y """
    135         pass
    136 
    137     def __getattribute__(self, name): # real signature unknown; restored from __doc__
    138         """ x.__getattribute__('name') <==> x.name """
    139         pass
    140 
    141     def __ge__(self, y): # real signature unknown; restored from __doc__
    142         """ x.__ge__(y) <==> x>=y """
    143         pass
    144 
    145     def __gt__(self, y): # real signature unknown; restored from __doc__
    146         """ x.__gt__(y) <==> x>y """
    147         pass
    148 
    149     def __iand__(self, y): # real signature unknown; restored from __doc__
    150         """ x.__iand__(y) <==> x&=y """
    151         pass
    152 
    153     def __init__(self, seq=()): # known special case of set.__init__
    154         """
    155         set() -> new empty set object
    156         set(iterable) -> new set object
    157         
    158         Build an unordered collection of unique elements.
    159         # (copied from class doc)
    160         """
    161         pass
    162 
    163     def __ior__(self, y): # real signature unknown; restored from __doc__
    164         """ x.__ior__(y) <==> x|=y """
    165         pass
    166 
    167     def __isub__(self, y): # real signature unknown; restored from __doc__
    168         """ x.__isub__(y) <==> x-=y """
    169         pass
    170 
    171     def __iter__(self): # real signature unknown; restored from __doc__
    172         """ x.__iter__() <==> iter(x) """
    173         pass
    174 
    175     def __ixor__(self, y): # real signature unknown; restored from __doc__
    176         """ x.__ixor__(y) <==> x^=y """
    177         pass
    178 
    179     def __len__(self): # real signature unknown; restored from __doc__
    180         """ x.__len__() <==> len(x) """
    181         pass
    182 
    183     def __le__(self, y): # real signature unknown; restored from __doc__
    184         """ x.__le__(y) <==> x<=y """
    185         pass
    186 
    187     def __lt__(self, y): # real signature unknown; restored from __doc__
    188         """ x.__lt__(y) <==> x<y """
    189         pass
    190 
    191     @staticmethod # known case of __new__
    192     def __new__(S, *more): # real signature unknown; restored from __doc__
    193         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    194         pass
    195 
    196     def __ne__(self, y): # real signature unknown; restored from __doc__
    197         """ x.__ne__(y) <==> x!=y """
    198         pass
    199 
    200     def __or__(self, y): # real signature unknown; restored from __doc__
    201         """ x.__or__(y) <==> x|y """
    202         pass
    203 
    204     def __rand__(self, y): # real signature unknown; restored from __doc__
    205         """ x.__rand__(y) <==> y&x """
    206         pass
    207 
    208     def __reduce__(self, *args, **kwargs): # real signature unknown
    209         """ Return state information for pickling. """
    210         pass
    211 
    212     def __repr__(self): # real signature unknown; restored from __doc__
    213         """ x.__repr__() <==> repr(x) """
    214         pass
    215 
    216     def __ror__(self, y): # real signature unknown; restored from __doc__
    217         """ x.__ror__(y) <==> y|x """
    218         pass
    219 
    220     def __rsub__(self, y): # real signature unknown; restored from __doc__
    221         """ x.__rsub__(y) <==> y-x """
    222         pass
    223 
    224     def __rxor__(self, y): # real signature unknown; restored from __doc__
    225         """ x.__rxor__(y) <==> y^x """
    226         pass
    227 
    228     def __sizeof__(self): # real signature unknown; restored from __doc__
    229         """ S.__sizeof__() -> size of S in memory, in bytes """
    230         pass
    231 
    232     def __sub__(self, y): # real signature unknown; restored from __doc__
    233         """ x.__sub__(y) <==> x-y """
    234         pass
    235 
    236     def __xor__(self, y): # real signature unknown; restored from __doc__
    237         """ x.__xor__(y) <==> x^y """
    238         pass
    239 
    240     __hash__ = None
    集合(set)

    九、collection系列

    1、计数器(counter)
    Counter是对字典类型的补充,用于追踪值的出现次数。
    ps:具备字典的所有功能 + 自己的功能

      1 class Counter(dict):
      2     '''Dict subclass for counting hashable items.  Sometimes called a bag
      3     or multiset.  Elements are stored as dictionary keys and their counts
      4     are stored as dictionary values.
      5 
      6     >>> c = Counter('abcdeabcdabcaba')  # count elements from a string
      7 
      8     >>> c.most_common(3)                # three most common elements
      9     [('a', 5), ('b', 4), ('c', 3)]
     10     >>> sorted(c)                       # list all unique elements
     11     ['a', 'b', 'c', 'd', 'e']
     12     >>> ''.join(sorted(c.elements()))   # list elements with repetitions
     13     'aaaaabbbbcccdde'
     14     >>> sum(c.values())                 # total of all counts
     15 
     16     >>> c['a']                          # count of letter 'a'
     17     >>> for elem in 'shazam':           # update counts from an iterable
     18     ...     c[elem] += 1                # by adding 1 to each element's count
     19     >>> c['a']                          # now there are seven 'a'
     20     >>> del c['b']                      # remove all 'b'
     21     >>> c['b']                          # now there are zero 'b'
     22 
     23     >>> d = Counter('simsalabim')       # make another counter
     24     >>> c.update(d)                     # add in the second counter
     25     >>> c['a']                          # now there are nine 'a'
     26 
     27     >>> c.clear()                       # empty the counter
     28     >>> c
     29     Counter()
     30 
     31     Note:  If a count is set to zero or reduced to zero, it will remain
     32     in the counter until the entry is deleted or the counter is cleared:
     33 
     34     >>> c = Counter('aaabbc')
     35     >>> c['b'] -= 2                     # reduce the count of 'b' by two
     36     >>> c.most_common()                 # 'b' is still in, but its count is zero
     37     [('a', 3), ('c', 1), ('b', 0)]
     38 
     39     '''
     40     # References:
     41     #   http://en.wikipedia.org/wiki/Multiset
     42     #   http://www.gnu.org/software/smalltalk/manual-base/html_node/Bag.html
     43     #   http://www.demo2s.com/Tutorial/Cpp/0380__set-multiset/Catalog0380__set-multiset.htm
     44     #   http://code.activestate.com/recipes/259174/
     45     #   Knuth, TAOCP Vol. II section 4.6.3
     46 
     47     def __init__(self, iterable=None, **kwds):
     48         '''Create a new, empty Counter object.  And if given, count elements
     49         from an input iterable.  Or, initialize the count from another mapping
     50         of elements to their counts.
     51 
     52         >>> c = Counter()                           # a new, empty counter
     53         >>> c = Counter('gallahad')                 # a new counter from an iterable
     54         >>> c = Counter({'a': 4, 'b': 2})           # a new counter from a mapping
     55         >>> c = Counter(a=4, b=2)                   # a new counter from keyword args
     56 
     57         '''
     58         super(Counter, self).__init__()
     59         self.update(iterable, **kwds)
     60 
     61     def __missing__(self, key):
     62         """ 对于不存在的元素,返回计数器为0 """
     63         'The count of elements not in the Counter is zero.'
     64         # Needed so that self[missing_item] does not raise KeyError
     65         return 0
     66 
     67     def most_common(self, n=None):
     68         """ 数量大于等n的所有元素和计数器 """
     69         '''List the n most common elements and their counts from the most
     70         common to the least.  If n is None, then list all element counts.
     71 
     72         >>> Counter('abcdeabcdabcaba').most_common(3)
     73         [('a', 5), ('b', 4), ('c', 3)]
     74 
     75         '''
     76         # Emulate Bag.sortedByCount from Smalltalk
     77         if n is None:
     78             return sorted(self.iteritems(), key=_itemgetter(1), reverse=True)
     79         return _heapq.nlargest(n, self.iteritems(), key=_itemgetter(1))
     80 
     81     def elements(self):
     82         """ 计数器中的所有元素,注:此处非所有元素集合,而是包含所有元素集合的迭代器 """
     83         '''Iterator over elements repeating each as many times as its count.
     84 
     85         >>> c = Counter('ABCABC')
     86         >>> sorted(c.elements())
     87         ['A', 'A', 'B', 'B', 'C', 'C']
     88 
     89         # Knuth's example for prime factors of 1836:  2**2 * 3**3 * 17**1
     90         >>> prime_factors = Counter({2: 2, 3: 3, 17: 1})
     91         >>> product = 1
     92         >>> for factor in prime_factors.elements():     # loop over factors
     93         ...     product *= factor                       # and multiply them
     94         >>> product
     95 
     96         Note, if an element's count has been set to zero or is a negative
     97         number, elements() will ignore it.
     98 
     99         '''
    100         # Emulate Bag.do from Smalltalk and Multiset.begin from C++.
    101         return _chain.from_iterable(_starmap(_repeat, self.iteritems()))
    102 
    103     # Override dict methods where necessary
    104 
    105     @classmethod
    106     def fromkeys(cls, iterable, v=None):
    107         # There is no equivalent method for counters because setting v=1
    108         # means that no element can have a count greater than one.
    109         raise NotImplementedError(
    110             'Counter.fromkeys() is undefined.  Use Counter(iterable) instead.')
    111 
    112     def update(self, iterable=None, **kwds):
    113         """ 更新计数器,其实就是增加;如果原来没有,则新建,如果有则加一 """
    114         '''Like dict.update() but add counts instead of replacing them.
    115 
    116         Source can be an iterable, a dictionary, or another Counter instance.
    117 
    118         >>> c = Counter('which')
    119         >>> c.update('witch')           # add elements from another iterable
    120         >>> d = Counter('watch')
    121         >>> c.update(d)                 # add elements from another counter
    122         >>> c['h']                      # four 'h' in which, witch, and watch
    123 
    124         '''
    125         # The regular dict.update() operation makes no sense here because the
    126         # replace behavior results in the some of original untouched counts
    127         # being mixed-in with all of the other counts for a mismash that
    128         # doesn't have a straight-forward interpretation in most counting
    129         # contexts.  Instead, we implement straight-addition.  Both the inputs
    130         # and outputs are allowed to contain zero and negative counts.
    131 
    132         if iterable is not None:
    133             if isinstance(iterable, Mapping):
    134                 if self:
    135                     self_get = self.get
    136                     for elem, count in iterable.iteritems():
    137                         self[elem] = self_get(elem, 0) + count
    138                 else:
    139                     super(Counter, self).update(iterable) # fast path when counter is empty
    140             else:
    141                 self_get = self.get
    142                 for elem in iterable:
    143                     self[elem] = self_get(elem, 0) + 1
    144         if kwds:
    145             self.update(kwds)
    146 
    147     def subtract(self, iterable=None, **kwds):
    148         """ 相减,原来的计数器中的每一个元素的数量减去后添加的元素的数量 """
    149         '''Like dict.update() but subtracts counts instead of replacing them.
    150         Counts can be reduced below zero.  Both the inputs and outputs are
    151         allowed to contain zero and negative counts.
    152 
    153         Source can be an iterable, a dictionary, or another Counter instance.
    154 
    155         >>> c = Counter('which')
    156         >>> c.subtract('witch')             # subtract elements from another iterable
    157         >>> c.subtract(Counter('watch'))    # subtract elements from another counter
    158         >>> c['h']                          # 2 in which, minus 1 in witch, minus 1 in watch
    159         >>> c['w']                          # 1 in which, minus 1 in witch, minus 1 in watch
    160         -1
    161 
    162         '''
    163         if iterable is not None:
    164             self_get = self.get
    165             if isinstance(iterable, Mapping):
    166                 for elem, count in iterable.items():
    167                     self[elem] = self_get(elem, 0) - count
    168             else:
    169                 for elem in iterable:
    170                     self[elem] = self_get(elem, 0) - 1
    171         if kwds:
    172             self.subtract(kwds)
    173 
    174     def copy(self):
    175         """ 拷贝 """
    176         'Return a shallow copy.'
    177         return self.__class__(self)
    178 
    179     def __reduce__(self):
    180         """ 返回一个元组(类型,元组) """
    181         return self.__class__, (dict(self),)
    182 
    183     def __delitem__(self, elem):
    184         """ 删除元素 """
    185         'Like dict.__delitem__() but does not raise KeyError for missing values.'
    186         if elem in self:
    187             super(Counter, self).__delitem__(elem)
    188 
    189     def __repr__(self):
    190         if not self:
    191             return '%s()' % self.__class__.__name__
    192         items = ', '.join(map('%r: %r'.__mod__, self.most_common()))
    193         return '%s({%s})' % (self.__class__.__name__, items)
    194 
    195     # Multiset-style mathematical operations discussed in:
    196     #       Knuth TAOCP Volume II section 4.6.3 exercise 19
    197     #       and at http://en.wikipedia.org/wiki/Multiset
    198     #
    199     # Outputs guaranteed to only include positive counts.
    200     #
    201     # To strip negative and zero counts, add-in an empty counter:
    202     #       c += Counter()
    203 
    204     def __add__(self, other):
    205         '''Add counts from two counters.
    206 
    207         >>> Counter('abbb') + Counter('bcc')
    208         Counter({'b': 4, 'c': 2, 'a': 1})
    209 
    210         '''
    211         if not isinstance(other, Counter):
    212             return NotImplemented
    213         result = Counter()
    214         for elem, count in self.items():
    215             newcount = count + other[elem]
    216             if newcount > 0:
    217                 result[elem] = newcount
    218         for elem, count in other.items():
    219             if elem not in self and count > 0:
    220                 result[elem] = count
    221         return result
    222 
    223     def __sub__(self, other):
    224         ''' Subtract count, but keep only results with positive counts.
    225 
    226         >>> Counter('abbbc') - Counter('bccd')
    227         Counter({'b': 2, 'a': 1})
    228 
    229         '''
    230         if not isinstance(other, Counter):
    231             return NotImplemented
    232         result = Counter()
    233         for elem, count in self.items():
    234             newcount = count - other[elem]
    235             if newcount > 0:
    236                 result[elem] = newcount
    237         for elem, count in other.items():
    238             if elem not in self and count < 0:
    239                 result[elem] = 0 - count
    240         return result
    241 
    242     def __or__(self, other):
    243         '''Union is the maximum of value in either of the input counters.
    244 
    245         >>> Counter('abbb') | Counter('bcc')
    246         Counter({'b': 3, 'c': 2, 'a': 1})
    247 
    248         '''
    249         if not isinstance(other, Counter):
    250             return NotImplemented
    251         result = Counter()
    252         for elem, count in self.items():
    253             other_count = other[elem]
    254             newcount = other_count if count < other_count else count
    255             if newcount > 0:
    256                 result[elem] = newcount
    257         for elem, count in other.items():
    258             if elem not in self and count > 0:
    259                 result[elem] = count
    260         return result
    261 
    262     def __and__(self, other):
    263         ''' Intersection is the minimum of corresponding counts.
    264 
    265         >>> Counter('abbb') & Counter('bcc')
    266         Counter({'b': 1})
    267 
    268         '''
    269         if not isinstance(other, Counter):
    270             return NotImplemented
    271         result = Counter()
    272         for elem, count in self.items():
    273             other_count = other[elem]
    274             newcount = count if count < other_count else other_count
    275             if newcount > 0:
    276                 result[elem] = newcount
    277         return result
    计数器(counter)

    2、有序字典(orderedDict )
    orderdDict是对字典类型的补充,他记住了字典元素添加的顺序

      1 class OrderedDict(dict):
      2     'Dictionary that remembers insertion order'
      3     # An inherited dict maps keys to values.
      4     # The inherited dict provides __getitem__, __len__, __contains__, and get.
      5     # The remaining methods are order-aware.
      6     # Big-O running times for all methods are the same as regular dictionaries.
      7 
      8     # The internal self.__map dict maps keys to links in a doubly linked list.
      9     # The circular doubly linked list starts and ends with a sentinel element.
     10     # The sentinel element never gets deleted (this simplifies the algorithm).
     11     # Each link is stored as a list of length three:  [PREV, NEXT, KEY].
     12 
     13     def __init__(self, *args, **kwds):
     14         '''Initialize an ordered dictionary.  The signature is the same as
     15         regular dictionaries, but keyword arguments are not recommended because
     16         their insertion order is arbitrary.
     17 
     18         '''
     19         if len(args) > 1:
     20             raise TypeError('expected at most 1 arguments, got %d' % len(args))
     21         try:
     22             self.__root
     23         except AttributeError:
     24             self.__root = root = []                     # sentinel node
     25             root[:] = [root, root, None]
     26             self.__map = {}
     27         self.__update(*args, **kwds)
     28 
     29     def __setitem__(self, key, value, dict_setitem=dict.__setitem__):
     30         'od.__setitem__(i, y) <==> od[i]=y'
     31         # Setting a new item creates a new link at the end of the linked list,
     32         # and the inherited dictionary is updated with the new key/value pair.
     33         if key not in self:
     34             root = self.__root
     35             last = root[0]
     36             last[1] = root[0] = self.__map[key] = [last, root, key]
     37         return dict_setitem(self, key, value)
     38 
     39     def __delitem__(self, key, dict_delitem=dict.__delitem__):
     40         'od.__delitem__(y) <==> del od[y]'
     41         # Deleting an existing item uses self.__map to find the link which gets
     42         # removed by updating the links in the predecessor and successor nodes.
     43         dict_delitem(self, key)
     44         link_prev, link_next, _ = self.__map.pop(key)
     45         link_prev[1] = link_next                        # update link_prev[NEXT]
     46         link_next[0] = link_prev                        # update link_next[PREV]
     47 
     48     def __iter__(self):
     49         'od.__iter__() <==> iter(od)'
     50         # Traverse the linked list in order.
     51         root = self.__root
     52         curr = root[1]                                  # start at the first node
     53         while curr is not root:
     54             yield curr[2]                               # yield the curr[KEY]
     55             curr = curr[1]                              # move to next node
     56 
     57     def __reversed__(self):
     58         'od.__reversed__() <==> reversed(od)'
     59         # Traverse the linked list in reverse order.
     60         root = self.__root
     61         curr = root[0]                                  # start at the last node
     62         while curr is not root:
     63             yield curr[2]                               # yield the curr[KEY]
     64             curr = curr[0]                              # move to previous node
     65 
     66     def clear(self):
     67         'od.clear() -> None.  Remove all items from od.'
     68         root = self.__root
     69         root[:] = [root, root, None]
     70         self.__map.clear()
     71         dict.clear(self)
     72 
     73     # -- the following methods do not depend on the internal structure --
     74 
     75     def keys(self):
     76         'od.keys() -> list of keys in od'
     77         return list(self)
     78 
     79     def values(self):
     80         'od.values() -> list of values in od'
     81         return [self[key] for key in self]
     82 
     83     def items(self):
     84         'od.items() -> list of (key, value) pairs in od'
     85         return [(key, self[key]) for key in self]
     86 
     87     def iterkeys(self):
     88         'od.iterkeys() -> an iterator over the keys in od'
     89         return iter(self)
     90 
     91     def itervalues(self):
     92         'od.itervalues -> an iterator over the values in od'
     93         for k in self:
     94             yield self[k]
     95 
     96     def iteritems(self):
     97         'od.iteritems -> an iterator over the (key, value) pairs in od'
     98         for k in self:
     99             yield (k, self[k])
    100 
    101     update = MutableMapping.update
    102 
    103     __update = update # let subclasses override update without breaking __init__
    104 
    105     __marker = object()
    106 
    107     def pop(self, key, default=__marker):
    108         '''od.pop(k[,d]) -> v, remove specified key and return the corresponding
    109         value.  If key is not found, d is returned if given, otherwise KeyError
    110         is raised.
    111 
    112         '''
    113         if key in self:
    114             result = self[key]
    115             del self[key]
    116             return result
    117         if default is self.__marker:
    118             raise KeyError(key)
    119         return default
    120 
    121     def setdefault(self, key, default=None):
    122         'od.setdefault(k[,d]) -> od.get(k,d), also set od[k]=d if k not in od'
    123         if key in self:
    124             return self[key]
    125         self[key] = default
    126         return default
    127 
    128     def popitem(self, last=True):
    129         '''od.popitem() -> (k, v), return and remove a (key, value) pair.
    130         Pairs are returned in LIFO order if last is true or FIFO order if false.
    131 
    132         '''
    133         if not self:
    134             raise KeyError('dictionary is empty')
    135         key = next(reversed(self) if last else iter(self))
    136         value = self.pop(key)
    137         return key, value
    138 
    139     def __repr__(self, _repr_running={}):
    140         'od.__repr__() <==> repr(od)'
    141         call_key = id(self), _get_ident()
    142         if call_key in _repr_running:
    143             return '...'
    144         _repr_running[call_key] = 1
    145         try:
    146             if not self:
    147                 return '%s()' % (self.__class__.__name__,)
    148             return '%s(%r)' % (self.__class__.__name__, self.items())
    149         finally:
    150             del _repr_running[call_key]
    151 
    152     def __reduce__(self):
    153         'Return state information for pickling'
    154         items = [[k, self[k]] for k in self]
    155         inst_dict = vars(self).copy()
    156         for k in vars(OrderedDict()):
    157             inst_dict.pop(k, None)
    158         if inst_dict:
    159             return (self.__class__, (items,), inst_dict)
    160         return self.__class__, (items,)
    161 
    162     def copy(self):
    163         'od.copy() -> a shallow copy of od'
    164         return self.__class__(self)
    165 
    166     @classmethod
    167     def fromkeys(cls, iterable, value=None):
    168         '''OD.fromkeys(S[, v]) -> New ordered dictionary with keys from S.
    169         If not specified, the value defaults to None.
    170 
    171         '''
    172         self = cls()
    173         for key in iterable:
    174             self[key] = value
    175         return self
    176 
    177     def __eq__(self, other):
    178         '''od.__eq__(y) <==> od==y.  Comparison to another OD is order-sensitive
    179         while comparison to a regular mapping is order-insensitive.
    180 
    181         '''
    182         if isinstance(other, OrderedDict):
    183             return dict.__eq__(self, other) and all(_imap(_eq, self, other))
    184         return dict.__eq__(self, other)
    185 
    186     def __ne__(self, other):
    187         'od.__ne__(y) <==> od!=y'
    188         return not self == other
    189 
    190     # -- the following methods support python 3.x style dictionary views --
    191 
    192     def viewkeys(self):
    193         "od.viewkeys() -> a set-like object providing a view on od's keys"
    194         return KeysView(self)
    195 
    196     def viewvalues(self):
    197         "od.viewvalues() -> an object providing a view on od's values"
    198         return ValuesView(self)
    199 
    200     def viewitems(self):
    201         "od.viewitems() -> a set-like object providing a view on od's items"
    202         return ItemsView(self)
    有序字典(ordereDict)

    3、默认字典(defaultdict)
    学前需求:
    有如下值集合 [11,22,33,44,55,66,77,88,99,90...],将所有大于 66 的值保存至字典的第一个key中,将小于 66 的值保存至第二个key的值中。
    即: {'k1': 大于66 , 'k2': 小于66}

     1 values = [11, 22, 33,44,55,66,77,88,99,90]
     2 my_dict = {}
     3 for value in  values:
     4     if value>66:
     5         if my_dict.has_key('k1'):
     6             my_dict['k1'].append(value)
     7         else:
     8             my_dict['k1'] = [value]
     9     else:
    10         if my_dict.has_key('k2'):
    11             my_dict['k2'].append(value)
    12         else:
    13             my_dict['k2'] = [value]
    原生字典解决方法
    1 from collections import defaultdict
    2 values = [11, 22, 33,44,55,66,77,88,99,90]
    3 my_dict = defaultdict(list)
    4 for value in  values:
    5     if value>66:
    6         my_dict['k1'].append(value)
    7     else:
    8         my_dict['k2'].append(value)
    defaultdict字典解决方法

    defaultdict是对字典的类型的补充,他默认给字典的值设置了一个类型。

     1 class defaultdict(dict):
     2     """
     3     defaultdict(default_factory[, ...]) --> dict with default factory
     4     
     5     The default factory is called without arguments to produce
     6     a new value when a key is not present, in __getitem__ only.
     7     A defaultdict compares equal to a dict with the same items.
     8     All remaining arguments are treated the same as if they were
     9     passed to the dict constructor, including keyword arguments.
    10     """
    11     def copy(self): # real signature unknown; restored from __doc__
    12         """ D.copy() -> a shallow copy of D. """
    13         pass
    14 
    15     def __copy__(self, *args, **kwargs): # real signature unknown
    16         """ D.copy() -> a shallow copy of D. """
    17         pass
    18 
    19     def __getattribute__(self, name): # real signature unknown; restored from __doc__
    20         """ x.__getattribute__('name') <==> x.name """
    21         pass
    22 
    23     def __init__(self, default_factory=None, **kwargs): # known case of _collections.defaultdict.__init__
    24         """
    25         defaultdict(default_factory[, ...]) --> dict with default factory
    26         
    27         The default factory is called without arguments to produce
    28         a new value when a key is not present, in __getitem__ only.
    29         A defaultdict compares equal to a dict with the same items.
    30         All remaining arguments are treated the same as if they were
    31         passed to the dict constructor, including keyword arguments.
    32         
    33         # (copied from class doc)
    34         """
    35         pass
    36 
    37     def __missing__(self, key): # real signature unknown; restored from __doc__
    38         """
    39         __missing__(key) # Called by __getitem__ for missing key; pseudo-code:
    40           if self.default_factory is None: raise KeyError((key,))
    41           self[key] = value = self.default_factory()
    42           return value
    43         """
    44         pass
    45 
    46     def __reduce__(self, *args, **kwargs): # real signature unknown
    47         """ Return state information for pickling. """
    48         pass
    49 
    50     def __repr__(self): # real signature unknown; restored from __doc__
    51         """ x.__repr__() <==> repr(x) """
    52         pass
    53 
    54     default_factory = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    55     """Factory for default value called by __missing__()."""
    默认字典(defaultdict)

    4、可命名元组(namedtuple)
    根据nametuple可以创建一个包含tuple所有功能以及其他功能的类型。
    import collections
    Mytuple = collections.namedtuple('Mytuple',['x', 'y', 'z'])

      1 class Mytuple(__builtin__.tuple)
      2  |  Mytuple(x, y)
      3  |  
      4  |  Method resolution order:
      5  |      Mytuple
      6  |      __builtin__.tuple
      7  |      __builtin__.object
      8  |  
      9  |  Methods defined here:
     10  |  
     11  |  __getnewargs__(self)
     12  |      Return self as a plain tuple.  Used by copy and pickle.
     13  |  
     14  |  __getstate__(self)
     15  |      Exclude the OrderedDict from pickling
     16  |  
     17  |  __repr__(self)
     18  |      Return a nicely formatted representation string
     19  |  
     20  |  _asdict(self)
     21  |      Return a new OrderedDict which maps field names to their values
     22  |  
     23  |  _replace(_self, **kwds)
     24  |      Return a new Mytuple object replacing specified fields with new values
     25  |  
     26  |  ----------------------------------------------------------------------
     27  |  Class methods defined here:
     28  |  
     29  |  _make(cls, iterable, new=<built-in method __new__ of type object>, len=<built-in function len>) from __builtin__.type
     30  |      Make a new Mytuple object from a sequence or iterable
     31  |  
     32  |  ----------------------------------------------------------------------
     33  |  Static methods defined here:
     34  |  
     35  |  __new__(_cls, x, y)
     36  |      Create new instance of Mytuple(x, y)
     37  |  
     38  |  ----------------------------------------------------------------------
     39  |  Data descriptors defined here:
     40  |  
     41  |  __dict__
     42  |      Return a new OrderedDict which maps field names to their values
     43  |  
     44  |  x
     45  |      Alias for field number 0
     46  |  
     47  |  y
     48  |      Alias for field number 1
     49  |  
     50  |  ----------------------------------------------------------------------
     51  |  Data and other attributes defined here:
     52  |  
     53  |  _fields = ('x', 'y')
     54  |  
     55  |  ----------------------------------------------------------------------
     56  |  Methods inherited from __builtin__.tuple:
     57  |  
     58  |  __add__(...)
     59  |      x.__add__(y) <==> x+y
     60  |  
     61  |  __contains__(...)
     62  |      x.__contains__(y) <==> y in x
     63  |  
     64  |  __eq__(...)
     65  |      x.__eq__(y) <==> x==y
     66  |  
     67  |  __ge__(...)
     68  |      x.__ge__(y) <==> x>=y
     69  |  
     70  |  __getattribute__(...)
     71  |      x.__getattribute__('name') <==> x.name
     72  |  
     73  |  __getitem__(...)
     74  |      x.__getitem__(y) <==> x[y]
     75  |  
     76  |  __getslice__(...)
     77  |      x.__getslice__(i, j) <==> x[i:j]
     78  |      
     79  |      Use of negative indices is not supported.
     80  |  
     81  |  __gt__(...)
     82  |      x.__gt__(y) <==> x>y
     83  |  
     84  |  __hash__(...)
     85  |      x.__hash__() <==> hash(x)
     86  |  
     87  |  __iter__(...)
     88  |      x.__iter__() <==> iter(x)
     89  |  
     90  |  __le__(...)
     91  |      x.__le__(y) <==> x<=y
     92  |  
     93  |  __len__(...)
     94  |      x.__len__() <==> len(x)
     95  |  
     96  |  __lt__(...)
     97  |      x.__lt__(y) <==> x<y
     98  |  
     99  |  __mul__(...)
    100  |      x.__mul__(n) <==> x*n
    101  |  
    102  |  __ne__(...)
    103  |      x.__ne__(y) <==> x!=y
    104  |  
    105  |  __rmul__(...)
    106  |      x.__rmul__(n) <==> n*x
    107  |  
    108  |  __sizeof__(...)
    109  |      T.__sizeof__() -- size of T in memory, in bytes
    110  |  
    111  |  count(...)
    112  |      T.count(value) -> integer -- return number of occurrences of value
    113  |  
    114  |  index(...)
    115  |      T.index(value, [start, [stop]]) -> integer -- return first index of value.
    116  |      Raises ValueError if the value is not present.
    可命名元祖(namedtuple)

    5、双向队列(deque)
    一个线程安全的双向队列

      1 class deque(object):
      2     """
      3     deque([iterable[, maxlen]]) --> deque object
      4     
      5     Build an ordered collection with optimized access from its endpoints.
      6     """
      7     def append(self, *args, **kwargs): # real signature unknown
      8         """ Add an element to the right side of the deque. """
      9         pass
     10 
     11     def appendleft(self, *args, **kwargs): # real signature unknown
     12         """ Add an element to the left side of the deque. """
     13         pass
     14 
     15     def clear(self, *args, **kwargs): # real signature unknown
     16         """ Remove all elements from the deque. """
     17         pass
     18 
     19     def count(self, value): # real signature unknown; restored from __doc__
     20         """ D.count(value) -> integer -- return number of occurrences of value """
     21         return 0
     22 
     23     def extend(self, *args, **kwargs): # real signature unknown
     24         """ Extend the right side of the deque with elements from the iterable """
     25         pass
     26 
     27     def extendleft(self, *args, **kwargs): # real signature unknown
     28         """ Extend the left side of the deque with elements from the iterable """
     29         pass
     30 
     31     def pop(self, *args, **kwargs): # real signature unknown
     32         """ Remove and return the rightmost element. """
     33         pass
     34 
     35     def popleft(self, *args, **kwargs): # real signature unknown
     36         """ Remove and return the leftmost element. """
     37         pass
     38 
     39     def remove(self, value): # real signature unknown; restored from __doc__
     40         """ D.remove(value) -- remove first occurrence of value. """
     41         pass
     42 
     43     def reverse(self): # real signature unknown; restored from __doc__
     44         """ D.reverse() -- reverse *IN PLACE* """
     45         pass
     46 
     47     def rotate(self, *args, **kwargs): # real signature unknown
     48         """ Rotate the deque n steps to the right (default n=1).  If n is negative, rotates left. """
     49         pass
     50 
     51     def __copy__(self, *args, **kwargs): # real signature unknown
     52         """ Return a shallow copy of a deque. """
     53         pass
     54 
     55     def __delitem__(self, y): # real signature unknown; restored from __doc__
     56         """ x.__delitem__(y) <==> del x[y] """
     57         pass
     58 
     59     def __eq__(self, y): # real signature unknown; restored from __doc__
     60         """ x.__eq__(y) <==> x==y """
     61         pass
     62 
     63     def __getattribute__(self, name): # real signature unknown; restored from __doc__
     64         """ x.__getattribute__('name') <==> x.name """
     65         pass
     66 
     67     def __getitem__(self, y): # real signature unknown; restored from __doc__
     68         """ x.__getitem__(y) <==> x[y] """
     69         pass
     70 
     71     def __ge__(self, y): # real signature unknown; restored from __doc__
     72         """ x.__ge__(y) <==> x>=y """
     73         pass
     74 
     75     def __gt__(self, y): # real signature unknown; restored from __doc__
     76         """ x.__gt__(y) <==> x>y """
     77         pass
     78 
     79     def __iadd__(self, y): # real signature unknown; restored from __doc__
     80         """ x.__iadd__(y) <==> x+=y """
     81         pass
     82 
     83     def __init__(self, iterable=(), maxlen=None): # known case of _collections.deque.__init__
     84         """
     85         deque([iterable[, maxlen]]) --> deque object
     86         
     87         Build an ordered collection with optimized access from its endpoints.
     88         # (copied from class doc)
     89         """
     90         pass
     91 
     92     def __iter__(self): # real signature unknown; restored from __doc__
     93         """ x.__iter__() <==> iter(x) """
     94         pass
     95 
     96     def __len__(self): # real signature unknown; restored from __doc__
     97         """ x.__len__() <==> len(x) """
     98         pass
     99 
    100     def __le__(self, y): # real signature unknown; restored from __doc__
    101         """ x.__le__(y) <==> x<=y """
    102         pass
    103 
    104     def __lt__(self, y): # real signature unknown; restored from __doc__
    105         """ x.__lt__(y) <==> x<y """
    106         pass
    107 
    108     @staticmethod # known case of __new__
    109     def __new__(S, *more): # real signature unknown; restored from __doc__
    110         """ T.__new__(S, ...) -> a new object with type S, a subtype of T """
    111         pass
    112 
    113     def __ne__(self, y): # real signature unknown; restored from __doc__
    114         """ x.__ne__(y) <==> x!=y """
    115         pass
    116 
    117     def __reduce__(self, *args, **kwargs): # real signature unknown
    118         """ Return state information for pickling. """
    119         pass
    120 
    121     def __repr__(self): # real signature unknown; restored from __doc__
    122         """ x.__repr__() <==> repr(x) """
    123         pass
    124 
    125     def __reversed__(self): # real signature unknown; restored from __doc__
    126         """ D.__reversed__() -- return a reverse iterator over the deque """
    127         pass
    128 
    129     def __setitem__(self, i, y): # real signature unknown; restored from __doc__
    130         """ x.__setitem__(i, y) <==> x[i]=y """
    131         pass
    132 
    133     def __sizeof__(self): # real signature unknown; restored from __doc__
    134         """ D.__sizeof__() -- size of D in memory, in bytes """
    135         pass
    136 
    137     maxlen = property(lambda self: object(), lambda self, v: None, lambda self: None)  # default
    138     """maximum size of a deque or None if unbounded"""
    139 
    140 
    141     __hash__ = None
    双向队列(deque)

    既然有双向队列,也有单项队列(先进先出 FIFO )

      1 class Queue:
      2     """Create a queue object with a given maximum size.
      3 
      4     If maxsize is <= 0, the queue size is infinite.
      5     """
      6     def __init__(self, maxsize=0):
      7         self.maxsize = maxsize
      8         self._init(maxsize)
      9         # mutex must be held whenever the queue is mutating.  All methods
     10         # that acquire mutex must release it before returning.  mutex
     11         # is shared between the three conditions, so acquiring and
     12         # releasing the conditions also acquires and releases mutex.
     13         self.mutex = _threading.Lock()
     14         # Notify not_empty whenever an item is added to the queue; a
     15         # thread waiting to get is notified then.
     16         self.not_empty = _threading.Condition(self.mutex)
     17         # Notify not_full whenever an item is removed from the queue;
     18         # a thread waiting to put is notified then.
     19         self.not_full = _threading.Condition(self.mutex)
     20         # Notify all_tasks_done whenever the number of unfinished tasks
     21         # drops to zero; thread waiting to join() is notified to resume
     22         self.all_tasks_done = _threading.Condition(self.mutex)
     23         self.unfinished_tasks = 0
     24 
     25     def task_done(self):
     26         """Indicate that a formerly enqueued task is complete.
     27 
     28         Used by Queue consumer threads.  For each get() used to fetch a task,
     29         a subsequent call to task_done() tells the queue that the processing
     30         on the task is complete.
     31 
     32         If a join() is currently blocking, it will resume when all items
     33         have been processed (meaning that a task_done() call was received
     34         for every item that had been put() into the queue).
     35 
     36         Raises a ValueError if called more times than there were items
     37         placed in the queue.
     38         """
     39         self.all_tasks_done.acquire()
     40         try:
     41             unfinished = self.unfinished_tasks - 1
     42             if unfinished <= 0:
     43                 if unfinished < 0:
     44                     raise ValueError('task_done() called too many times')
     45                 self.all_tasks_done.notify_all()
     46             self.unfinished_tasks = unfinished
     47         finally:
     48             self.all_tasks_done.release()
     49 
     50     def join(self):
     51         """Blocks until all items in the Queue have been gotten and processed.
     52 
     53         The count of unfinished tasks goes up whenever an item is added to the
     54         queue. The count goes down whenever a consumer thread calls task_done()
     55         to indicate the item was retrieved and all work on it is complete.
     56 
     57         When the count of unfinished tasks drops to zero, join() unblocks.
     58         """
     59         self.all_tasks_done.acquire()
     60         try:
     61             while self.unfinished_tasks:
     62                 self.all_tasks_done.wait()
     63         finally:
     64             self.all_tasks_done.release()
     65 
     66     def qsize(self):
     67         """Return the approximate size of the queue (not reliable!)."""
     68         self.mutex.acquire()
     69         n = self._qsize()
     70         self.mutex.release()
     71         return n
     72 
     73     def empty(self):
     74         """Return True if the queue is empty, False otherwise (not reliable!)."""
     75         self.mutex.acquire()
     76         n = not self._qsize()
     77         self.mutex.release()
     78         return n
     79 
     80     def full(self):
     81         """Return True if the queue is full, False otherwise (not reliable!)."""
     82         self.mutex.acquire()
     83         n = 0 < self.maxsize == self._qsize()
     84         self.mutex.release()
     85         return n
     86 
     87     def put(self, item, block=True, timeout=None):
     88         """Put an item into the queue.
     89 
     90         If optional args 'block' is true and 'timeout' is None (the default),
     91         block if necessary until a free slot is available. If 'timeout' is
     92         a non-negative number, it blocks at most 'timeout' seconds and raises
     93         the Full exception if no free slot was available within that time.
     94         Otherwise ('block' is false), put an item on the queue if a free slot
     95         is immediately available, else raise the Full exception ('timeout'
     96         is ignored in that case).
     97         """
     98         self.not_full.acquire()
     99         try:
    100             if self.maxsize > 0:
    101                 if not block:
    102                     if self._qsize() == self.maxsize:
    103                         raise Full
    104                 elif timeout is None:
    105                     while self._qsize() == self.maxsize:
    106                         self.not_full.wait()
    107                 elif timeout < 0:
    108                     raise ValueError("'timeout' must be a non-negative number")
    109                 else:
    110                     endtime = _time() + timeout
    111                     while self._qsize() == self.maxsize:
    112                         remaining = endtime - _time()
    113                         if remaining <= 0.0:
    114                             raise Full
    115                         self.not_full.wait(remaining)
    116             self._put(item)
    117             self.unfinished_tasks += 1
    118             self.not_empty.notify()
    119         finally:
    120             self.not_full.release()
    121 
    122     def put_nowait(self, item):
    123         """Put an item into the queue without blocking.
    124 
    125         Only enqueue the item if a free slot is immediately available.
    126         Otherwise raise the Full exception.
    127         """
    128         return self.put(item, False)
    129 
    130     def get(self, block=True, timeout=None):
    131         """Remove and return an item from the queue.
    132 
    133         If optional args 'block' is true and 'timeout' is None (the default),
    134         block if necessary until an item is available. If 'timeout' is
    135         a non-negative number, it blocks at most 'timeout' seconds and raises
    136         the Empty exception if no item was available within that time.
    137         Otherwise ('block' is false), return an item if one is immediately
    138         available, else raise the Empty exception ('timeout' is ignored
    139         in that case).
    140         """
    141         self.not_empty.acquire()
    142         try:
    143             if not block:
    144                 if not self._qsize():
    145                     raise Empty
    146             elif timeout is None:
    147                 while not self._qsize():
    148                     self.not_empty.wait()
    149             elif timeout < 0:
    150                 raise ValueError("'timeout' must be a non-negative number")
    151             else:
    152                 endtime = _time() + timeout
    153                 while not self._qsize():
    154                     remaining = endtime - _time()
    155                     if remaining <= 0.0:
    156                         raise Empty
    157                     self.not_empty.wait(remaining)
    158             item = self._get()
    159             self.not_full.notify()
    160             return item
    161         finally:
    162             self.not_empty.release()
    163 
    164     def get_nowait(self):
    165         """Remove and return an item from the queue without blocking.
    166 
    167         Only get an item if one is immediately available. Otherwise
    168         raise the Empty exception.
    169         """
    170         return self.get(False)
    171 
    172     # Override these methods to implement other queue organizations
    173     # (e.g. stack or priority queue).
    174     # These will only be called with appropriate locks held
    175 
    176     # Initialize the queue representation
    177     def _init(self, maxsize):
    178         self.queue = deque()
    179 
    180     def _qsize(self, len=len):
    181         return len(self.queue)
    182 
    183     # Put a new item in the queue
    184     def _put(self, item):
    185         self.queue.append(item)
    186 
    187     # Get an item from the queue
    188     def _get(self):
    189         return self.queue.popleft()
    Queue.Queue
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  • 原文地址:https://www.cnblogs.com/sandler613/p/5294514.html
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