annotate Doc/tutorial/classes.rst @ 63490:f46dcd8a3113 3.1

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author Georg Brandl <georg@python.org>
date Sun, 01 Aug 2010 21:28:39 +0000
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1 .. _tut-classes:
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2
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3 *******
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4 Classes
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5 *******
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6
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7 Python's class mechanism adds classes to the language with a minimum of new
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8 syntax and semantics. It is a mixture of the class mechanisms found in C++ and
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9 Modula-3. As is true for modules, classes in Python do not put an absolute
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10 barrier between definition and user, but rather rely on the politeness of the
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11 user not to "break into the definition." The most important features of classes
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12 are retained with full power, however: the class inheritance mechanism allows
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13 multiple base classes, a derived class can override any methods of its base
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14 class or classes, and a method can call the method of a base class with the same
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15 name. Objects can contain an arbitrary amount of data.
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17 In C++ terminology, normally class members (including the data members) are
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18 *public* (except see below :ref:`tut-private`),
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19 and all member functions are *virtual*. As in Modula-3, there are no shorthands
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20 for referencing the object's members from its methods: the method function is
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21 declared with an explicit first argument representing the object, which is
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22 provided implicitly by the call. As in Smalltalk, classes themselves are
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23 objects. This provides semantics for importing and renaming. Unlike C++ and
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24 Modula-3, built-in types can be used as base classes for extension by the user.
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25 Also, like in C++, most built-in operators with special syntax (arithmetic
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26 operators, subscripting etc.) can be redefined for class instances.
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28 (Lacking universally accepted terminology to talk about classes, I will make
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29 occasional use of Smalltalk and C++ terms. I would use Modula-3 terms, since
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30 its object-oriented semantics are closer to those of Python than C++, but I
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31 expect that few readers have heard of it.)
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32
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34 .. _tut-object:
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36 A Word About Names and Objects
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37 ==============================
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38
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39 Objects have individuality, and multiple names (in multiple scopes) can be bound
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40 to the same object. This is known as aliasing in other languages. This is
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41 usually not appreciated on a first glance at Python, and can be safely ignored
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42 when dealing with immutable basic types (numbers, strings, tuples). However,
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43 aliasing has a possibly surprising effect on the semantics of Python code
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44 involving mutable objects such as lists, dictionaries, and most other types.
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45 This is usually used to the benefit of the program, since aliases behave like
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46 pointers in some respects. For example, passing an object is cheap since only a
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47 pointer is passed by the implementation; and if a function modifies an object
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48 passed as an argument, the caller will see the change --- this eliminates the
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49 need for two different argument passing mechanisms as in Pascal.
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51
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52 .. _tut-scopes:
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54 Python Scopes and Namespaces
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55 ============================
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56
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57 Before introducing classes, I first have to tell you something about Python's
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58 scope rules. Class definitions play some neat tricks with namespaces, and you
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59 need to know how scopes and namespaces work to fully understand what's going on.
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60 Incidentally, knowledge about this subject is useful for any advanced Python
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61 programmer.
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62
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63 Let's begin with some definitions.
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64
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65 A *namespace* is a mapping from names to objects. Most namespaces are currently
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66 implemented as Python dictionaries, but that's normally not noticeable in any
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67 way (except for performance), and it may change in the future. Examples of
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68 namespaces are: the set of built-in names (functions such as :func:`abs`, and
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69 built-in exception names); the global names in a module; and the local names in
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70 a function invocation. In a sense the set of attributes of an object also form
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71 a namespace. The important thing to know about namespaces is that there is
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72 absolutely no relation between names in different namespaces; for instance, two
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73 different modules may both define a function ``maximize`` without confusion ---
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74 users of the modules must prefix it with the module name.
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75
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76 By the way, I use the word *attribute* for any name following a dot --- for
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77 example, in the expression ``z.real``, ``real`` is an attribute of the object
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78 ``z``. Strictly speaking, references to names in modules are attribute
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79 references: in the expression ``modname.funcname``, ``modname`` is a module
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80 object and ``funcname`` is an attribute of it. In this case there happens to be
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81 a straightforward mapping between the module's attributes and the global names
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82 defined in the module: they share the same namespace! [#]_
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83
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84 Attributes may be read-only or writable. In the latter case, assignment to
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85 attributes is possible. Module attributes are writable: you can write
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86 ``modname.the_answer = 42``. Writable attributes may also be deleted with the
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87 :keyword:`del` statement. For example, ``del modname.the_answer`` will remove
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88 the attribute :attr:`the_answer` from the object named by ``modname``.
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89
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90 Namespaces are created at different moments and have different lifetimes. The
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91 namespace containing the built-in names is created when the Python interpreter
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92 starts up, and is never deleted. The global namespace for a module is created
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93 when the module definition is read in; normally, module namespaces also last
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94 until the interpreter quits. The statements executed by the top-level
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95 invocation of the interpreter, either read from a script file or interactively,
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96 are considered part of a module called :mod:`__main__`, so they have their own
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97 global namespace. (The built-in names actually also live in a module; this is
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98 called :mod:`builtins`.)
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99
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100 The local namespace for a function is created when the function is called, and
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101 deleted when the function returns or raises an exception that is not handled
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102 within the function. (Actually, forgetting would be a better way to describe
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103 what actually happens.) Of course, recursive invocations each have their own
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104 local namespace.
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105
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106 A *scope* is a textual region of a Python program where a namespace is directly
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107 accessible. "Directly accessible" here means that an unqualified reference to a
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108 name attempts to find the name in the namespace.
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109
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110 Although scopes are determined statically, they are used dynamically. At any
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111 time during execution, there are at least three nested scopes whose namespaces
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112 are directly accessible:
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113
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114 * the innermost scope, which is searched first, contains the local names
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115 * the scopes of any enclosing functions, which are searched starting with the
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116 nearest enclosing scope, contains non-local, but also non-global names
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117 * the next-to-last scope contains the current module's global names
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118 * the outermost scope (searched last) is the namespace containing built-in names
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119
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120 If a name is declared global, then all references and assignments go directly to
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121 the middle scope containing the module's global names. To rebind variables
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122 found outside of the innermost scope, the :keyword:`nonlocal` statement can be
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123 used; if not declared nonlocal, those variable are read-only (an attempt to
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124 write to such a variable will simply create a *new* local variable in the
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125 innermost scope, leaving the identically named outer variable unchanged).
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126
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127 Usually, the local scope references the local names of the (textually) current
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128 function. Outside functions, the local scope references the same namespace as
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129 the global scope: the module's namespace. Class definitions place yet another
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130 namespace in the local scope.
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131
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132 It is important to realize that scopes are determined textually: the global
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133 scope of a function defined in a module is that module's namespace, no matter
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134 from where or by what alias the function is called. On the other hand, the
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135 actual search for names is done dynamically, at run time --- however, the
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136 language definition is evolving towards static name resolution, at "compile"
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137 time, so don't rely on dynamic name resolution! (In fact, local variables are
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138 already determined statically.)
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139
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140 A special quirk of Python is that -- if no :keyword:`global` statement is in
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141 effect -- assignments to names always go into the innermost scope. Assignments
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142 do not copy data --- they just bind names to objects. The same is true for
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143 deletions: the statement ``del x`` removes the binding of ``x`` from the
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144 namespace referenced by the local scope. In fact, all operations that introduce
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145 new names use the local scope: in particular, :keyword:`import` statements and
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146 function definitions bind the module or function name in the local scope.
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147
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148 The :keyword:`global` statement can be used to indicate that particular
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149 variables live in the global scope and should be rebound there; the
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150 :keyword:`nonlocal` statement indicates that particular variables live in
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151 an enclosing scope and should be rebound there.
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152
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153 .. _tut-scopeexample:
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154
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155 Scopes and Namespaces Example
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156 -----------------------------
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157
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158 This is an example demonstrating how to reference the different scopes and
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159 namespaces, and how :keyword:`global` and :keyword:`nonlocal` affect variable
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160 binding::
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161
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162 def scope_test():
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163 def do_local():
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164 spam = "local spam"
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165 def do_nonlocal():
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166 nonlocal spam
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167 spam = "nonlocal spam"
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168 def do_global():
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169 global spam
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170 spam = "global spam"
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171
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172 spam = "test spam"
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173 do_local()
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174 print("After local assignment:", spam)
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175 do_nonlocal()
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176 print("After nonlocal assignment:", spam)
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177 do_global()
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178 print("After global assignment:", spam)
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179
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180 scope_test()
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181 print("In global scope:", spam)
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182
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183 The output of the example code is::
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184
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185 After local assignment: test spam
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186 After nonlocal assignment: nonlocal spam
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187 After global assignment: nonlocal spam
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188 In global scope: global spam
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189
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190 Note how the *local* assignment (which is default) didn't change *scope_test*\'s
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191 binding of *spam*. The :keyword:`nonlocal` assignment changed *scope_test*\'s
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192 binding of *spam*, and the :keyword:`global` assignment changed the module-level
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193 binding.
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194
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195 You can also see that there was no previous binding for *spam* before the
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196 :keyword:`global` assignment.
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197
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198
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199 .. _tut-firstclasses:
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200
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201 A First Look at Classes
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202 =======================
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203
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204 Classes introduce a little bit of new syntax, three new object types, and some
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205 new semantics.
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206
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207
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208 .. _tut-classdefinition:
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209
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210 Class Definition Syntax
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211 -----------------------
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212
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213 The simplest form of class definition looks like this::
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214
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215 class ClassName:
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216 <statement-1>
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217 .
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218 .
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219 .
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220 <statement-N>
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221
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222 Class definitions, like function definitions (:keyword:`def` statements) must be
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223 executed before they have any effect. (You could conceivably place a class
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224 definition in a branch of an :keyword:`if` statement, or inside a function.)
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225
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226 In practice, the statements inside a class definition will usually be function
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227 definitions, but other statements are allowed, and sometimes useful --- we'll
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228 come back to this later. The function definitions inside a class normally have
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229 a peculiar form of argument list, dictated by the calling conventions for
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230 methods --- again, this is explained later.
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231
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232 When a class definition is entered, a new namespace is created, and used as the
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233 local scope --- thus, all assignments to local variables go into this new
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234 namespace. In particular, function definitions bind the name of the new
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235 function here.
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236
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237 When a class definition is left normally (via the end), a *class object* is
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238 created. This is basically a wrapper around the contents of the namespace
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239 created by the class definition; we'll learn more about class objects in the
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240 next section. The original local scope (the one in effect just before the class
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241 definition was entered) is reinstated, and the class object is bound here to the
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242 class name given in the class definition header (:class:`ClassName` in the
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243 example).
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244
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245
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246 .. _tut-classobjects:
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247
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248 Class Objects
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249 -------------
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250
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251 Class objects support two kinds of operations: attribute references and
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252 instantiation.
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253
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254 *Attribute references* use the standard syntax used for all attribute references
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255 in Python: ``obj.name``. Valid attribute names are all the names that were in
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256 the class's namespace when the class object was created. So, if the class
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257 definition looked like this::
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258
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259 class MyClass:
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260 """A simple example class"""
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261 i = 12345
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262 def f(self):
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263 return 'hello world'
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264
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265 then ``MyClass.i`` and ``MyClass.f`` are valid attribute references, returning
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266 an integer and a function object, respectively. Class attributes can also be
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267 assigned to, so you can change the value of ``MyClass.i`` by assignment.
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268 :attr:`__doc__` is also a valid attribute, returning the docstring belonging to
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269 the class: ``"A simple example class"``.
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270
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271 Class *instantiation* uses function notation. Just pretend that the class
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272 object is a parameterless function that returns a new instance of the class.
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273 For example (assuming the above class)::
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274
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275 x = MyClass()
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276
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277 creates a new *instance* of the class and assigns this object to the local
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278 variable ``x``.
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279
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280 The instantiation operation ("calling" a class object) creates an empty object.
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281 Many classes like to create objects with instances customized to a specific
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282 initial state. Therefore a class may define a special method named
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283 :meth:`__init__`, like this::
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284
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285 def __init__(self):
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286 self.data = []
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287
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288 When a class defines an :meth:`__init__` method, class instantiation
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289 automatically invokes :meth:`__init__` for the newly-created class instance. So
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290 in this example, a new, initialized instance can be obtained by::
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291
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292 x = MyClass()
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293
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294 Of course, the :meth:`__init__` method may have arguments for greater
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295 flexibility. In that case, arguments given to the class instantiation operator
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296 are passed on to :meth:`__init__`. For example, ::
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297
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298 >>> class Complex:
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299 ... def __init__(self, realpart, imagpart):
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300 ... self.r = realpart
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301 ... self.i = imagpart
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302 ...
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303 >>> x = Complex(3.0, -4.5)
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304 >>> x.r, x.i
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305 (3.0, -4.5)
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306
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307
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308 .. _tut-instanceobjects:
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309
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310 Instance Objects
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311 ----------------
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312
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313 Now what can we do with instance objects? The only operations understood by
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314 instance objects are attribute references. There are two kinds of valid
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315 attribute names, data attributes and methods.
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316
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317 *data attributes* correspond to "instance variables" in Smalltalk, and to "data
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318 members" in C++. Data attributes need not be declared; like local variables,
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319 they spring into existence when they are first assigned to. For example, if
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320 ``x`` is the instance of :class:`MyClass` created above, the following piece of
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321 code will print the value ``16``, without leaving a trace::
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322
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323 x.counter = 1
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324 while x.counter < 10:
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325 x.counter = x.counter * 2
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326 print(x.counter)
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327 del x.counter
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328
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329 The other kind of instance attribute reference is a *method*. A method is a
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330 function that "belongs to" an object. (In Python, the term method is not unique
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331 to class instances: other object types can have methods as well. For example,
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332 list objects have methods called append, insert, remove, sort, and so on.
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333 However, in the following discussion, we'll use the term method exclusively to
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334 mean methods of class instance objects, unless explicitly stated otherwise.)
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335
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336 .. index:: object: method
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337
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338 Valid method names of an instance object depend on its class. By definition,
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339 all attributes of a class that are function objects define corresponding
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340 methods of its instances. So in our example, ``x.f`` is a valid method
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341 reference, since ``MyClass.f`` is a function, but ``x.i`` is not, since
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342 ``MyClass.i`` is not. But ``x.f`` is not the same thing as ``MyClass.f`` --- it
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343 is a *method object*, not a function object.
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344
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345
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346 .. _tut-methodobjects:
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347
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348 Method Objects
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349 --------------
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350
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351 Usually, a method is called right after it is bound::
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352
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353 x.f()
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354
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355 In the :class:`MyClass` example, this will return the string ``'hello world'``.
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356 However, it is not necessary to call a method right away: ``x.f`` is a method
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357 object, and can be stored away and called at a later time. For example::
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358
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359 xf = x.f
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360 while True:
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361 print(xf())
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362
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363 will continue to print ``hello world`` until the end of time.
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364
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365 What exactly happens when a method is called? You may have noticed that
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366 ``x.f()`` was called without an argument above, even though the function
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367 definition for :meth:`f` specified an argument. What happened to the argument?
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368 Surely Python raises an exception when a function that requires an argument is
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369 called without any --- even if the argument isn't actually used...
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370
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371 Actually, you may have guessed the answer: the special thing about methods is
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372 that the object is passed as the first argument of the function. In our
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373 example, the call ``x.f()`` is exactly equivalent to ``MyClass.f(x)``. In
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374 general, calling a method with a list of *n* arguments is equivalent to calling
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375 the corresponding function with an argument list that is created by inserting
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376 the method's object before the first argument.
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377
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378 If you still don't understand how methods work, a look at the implementation can
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379 perhaps clarify matters. When an instance attribute is referenced that isn't a
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380 data attribute, its class is searched. If the name denotes a valid class
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381 attribute that is a function object, a method object is created by packing
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382 (pointers to) the instance object and the function object just found together in
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383 an abstract object: this is the method object. When the method object is called
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384 with an argument list, a new argument list is constructed from the instance
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385 object and the argument list, and the function object is called with this new
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386 argument list.
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387
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388
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389 .. _tut-remarks:
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390
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391 Random Remarks
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392 ==============
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393
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394 .. These should perhaps be placed more carefully...
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395
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396 Data attributes override method attributes with the same name; to avoid
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397 accidental name conflicts, which may cause hard-to-find bugs in large programs,
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398 it is wise to use some kind of convention that minimizes the chance of
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399 conflicts. Possible conventions include capitalizing method names, prefixing
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400 data attribute names with a small unique string (perhaps just an underscore), or
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401 using verbs for methods and nouns for data attributes.
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402
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403 Data attributes may be referenced by methods as well as by ordinary users
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404 ("clients") of an object. In other words, classes are not usable to implement
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405 pure abstract data types. In fact, nothing in Python makes it possible to
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406 enforce data hiding --- it is all based upon convention. (On the other hand,
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407 the Python implementation, written in C, can completely hide implementation
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408 details and control access to an object if necessary; this can be used by
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409 extensions to Python written in C.)
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410
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411 Clients should use data attributes with care --- clients may mess up invariants
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412 maintained by the methods by stamping on their data attributes. Note that
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413 clients may add data attributes of their own to an instance object without
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414 affecting the validity of the methods, as long as name conflicts are avoided ---
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415 again, a naming convention can save a lot of headaches here.
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416
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417 There is no shorthand for referencing data attributes (or other methods!) from
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418 within methods. I find that this actually increases the readability of methods:
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419 there is no chance of confusing local variables and instance variables when
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420 glancing through a method.
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421
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422 Often, the first argument of a method is called ``self``. This is nothing more
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423 than a convention: the name ``self`` has absolutely no special meaning to
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424 Python. Note, however, that by not following the convention your code may be
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425 less readable to other Python programmers, and it is also conceivable that a
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426 *class browser* program might be written that relies upon such a convention.
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427
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428 Any function object that is a class attribute defines a method for instances of
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429 that class. It is not necessary that the function definition is textually
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430 enclosed in the class definition: assigning a function object to a local
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431 variable in the class is also ok. For example::
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432
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433 # Function defined outside the class
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434 def f1(self, x, y):
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435 return min(x, x+y)
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436
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437 class C:
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438 f = f1
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439 def g(self):
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440 return 'hello world'
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441 h = g
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442
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443 Now ``f``, ``g`` and ``h`` are all attributes of class :class:`C` that refer to
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444 function objects, and consequently they are all methods of instances of
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445 :class:`C` --- ``h`` being exactly equivalent to ``g``. Note that this practice
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446 usually only serves to confuse the reader of a program.
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447
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448 Methods may call other methods by using method attributes of the ``self``
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449 argument::
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450
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451 class Bag:
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452 def __init__(self):
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453 self.data = []
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454 def add(self, x):
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455 self.data.append(x)
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456 def addtwice(self, x):
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457 self.add(x)
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458 self.add(x)
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459
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460 Methods may reference global names in the same way as ordinary functions. The
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461 global scope associated with a method is the module containing the class
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462 definition. (The class itself is never used as a global scope.) While one
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463 rarely encounters a good reason for using global data in a method, there are
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Georg Brandl <georg@python.org>
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464 many legitimate uses of the global scope: for one thing, functions and modules
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465 imported into the global scope can be used by methods, as well as functions and
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466 classes defined in it. Usually, the class containing the method is itself
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467 defined in this global scope, and in the next section we'll find some good
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468 reasons why a method would want to reference its own class.
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469
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470 Each value is an object, and therefore has a *class* (also called its *type*).
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471 It is stored as ``object.__class__``.
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472
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473
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474 .. _tut-inheritance:
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475
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476 Inheritance
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Georg Brandl <georg@python.org>
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477 ===========
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Georg Brandl <georg@python.org>
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478
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Georg Brandl <georg@python.org>
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479 Of course, a language feature would not be worthy of the name "class" without
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Georg Brandl <georg@python.org>
parents:
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480 supporting inheritance. The syntax for a derived class definition looks like
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Georg Brandl <georg@python.org>
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481 this::
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482
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483 class DerivedClassName(BaseClassName):
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Georg Brandl <georg@python.org>
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484 <statement-1>
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Georg Brandl <georg@python.org>
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485 .
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486 .
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487 .
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Georg Brandl <georg@python.org>
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488 <statement-N>
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Georg Brandl <georg@python.org>
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489
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490 The name :class:`BaseClassName` must be defined in a scope containing the
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Georg Brandl <georg@python.org>
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491 derived class definition. In place of a base class name, other arbitrary
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Georg Brandl <georg@python.org>
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492 expressions are also allowed. This can be useful, for example, when the base
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Georg Brandl <georg@python.org>
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493 class is defined in another module::
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494
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495 class DerivedClassName(modname.BaseClassName):
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496
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497 Execution of a derived class definition proceeds the same as for a base class.
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498 When the class object is constructed, the base class is remembered. This is
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499 used for resolving attribute references: if a requested attribute is not found
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Georg Brandl <georg@python.org>
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500 in the class, the search proceeds to look in the base class. This rule is
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501 applied recursively if the base class itself is derived from some other class.
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502
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503 There's nothing special about instantiation of derived classes:
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504 ``DerivedClassName()`` creates a new instance of the class. Method references
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Georg Brandl <georg@python.org>
parents:
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505 are resolved as follows: the corresponding class attribute is searched,
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Georg Brandl <georg@python.org>
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506 descending down the chain of base classes if necessary, and the method reference
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Georg Brandl <georg@python.org>
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507 is valid if this yields a function object.
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Georg Brandl <georg@python.org>
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508
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509 Derived classes may override methods of their base classes. Because methods
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Georg Brandl <georg@python.org>
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510 have no special privileges when calling other methods of the same object, a
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Georg Brandl <georg@python.org>
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511 method of a base class that calls another method defined in the same base class
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512 may end up calling a method of a derived class that overrides it. (For C++
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513 programmers: all methods in Python are effectively ``virtual``.)
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514
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515 An overriding method in a derived class may in fact want to extend rather than
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516 simply replace the base class method of the same name. There is a simple way to
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517 call the base class method directly: just call ``BaseClassName.methodname(self,
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518 arguments)``. This is occasionally useful to clients as well. (Note that this
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519 only works if the base class is accessible as ``BaseClassName`` in the global
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520 scope.)
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521
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522 Python has two built-in functions that work with inheritance:
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523
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524 * Use :func:`isinstance` to check an instance's type: ``isinstance(obj, int)``
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525 will be ``True`` only if ``obj.__class__`` is :class:`int` or some class
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526 derived from :class:`int`.
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527
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528 * Use :func:`issubclass` to check class inheritance: ``issubclass(bool, int)``
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529 is ``True`` since :class:`bool` is a subclass of :class:`int`. However,
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530 ``issubclass(float, int)`` is ``False`` since :class:`float` is not a
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531 subclass of :class:`int`.
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532
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533
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534
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535 .. _tut-multiple:
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536
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537 Multiple Inheritance
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538 --------------------
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539
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540 Python supports a form of multiple inheritance as well. A class definition with
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541 multiple base classes looks like this::
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542
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543 class DerivedClassName(Base1, Base2, Base3):
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544 <statement-1>
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545 .
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546 .
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547 .
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548 <statement-N>
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549
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550 For most purposes, in the simplest cases, you can think of the search for
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551 attributes inherited from a parent class as depth-first, left-to-right, not
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552 searching twice in the same class where there is an overlap in the hierarchy.
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553 Thus, if an attribute is not found in :class:`DerivedClassName`, it is searched
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554 for in :class:`Base1`, then (recursively) in the base classes of :class:`Base1`,
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555 and if it was not found there, it was searched for in :class:`Base2`, and so on.
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556
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557 In fact, it is slightly more complex than that; the method resolution order
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558 changes dynamically to support cooperative calls to :func:`super`. This
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559 approach is known in some other multiple-inheritance languages as
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560 call-next-method and is more powerful than the super call found in
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561 single-inheritance languages.
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562
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563 Dynamic ordering is necessary because all cases of multiple inheritance exhibit
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564 one or more diamond relationships (where at least one of the parent classes
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565 can be accessed through multiple paths from the bottommost class). For example,
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566 all classes inherit from :class:`object`, so any case of multiple inheritance
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567 provides more than one path to reach :class:`object`. To keep the base classes
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568 from being accessed more than once, the dynamic algorithm linearizes the search
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569 order in a way that preserves the left-to-right ordering specified in each
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570 class, that calls each parent only once, and that is monotonic (meaning that a
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571 class can be subclassed without affecting the precedence order of its parents).
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572 Taken together, these properties make it possible to design reliable and
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573 extensible classes with multiple inheritance. For more detail, see
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574 http://www.python.org/download/releases/2.3/mro/.
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575
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576
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577 .. _tut-private:
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578
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579 Private Variables
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580 =================
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581
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582 "Private" instance variables that cannot be accessed except from inside an
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583 object don't exist in Python. However, there is a convention that is followed
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584 by most Python code: a name prefixed with an underscore (e.g. ``_spam``) should
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585 be treated as a non-public part of the API (whether it is a function, a method
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586 or a data member). It should be considered an implementation detail and subject
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587 to change without notice.
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588
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589 Since there is a valid use-case for class-private members (namely to avoid name
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590 clashes of names with names defined by subclasses), there is limited support for
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591 such a mechanism, called :dfn:`name mangling`. Any identifier of the form
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592 ``__spam`` (at least two leading underscores, at most one trailing underscore)
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593 is textually replaced with ``_classname__spam``, where ``classname`` is the
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594 current class name with leading underscore(s) stripped. This mangling is done
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595 without regard to the syntactic position of the identifier, as long as it
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596 occurs within the definition of a class.
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597
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598 Note that the mangling rules are designed mostly to avoid accidents; it still is
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599 possible to access or modify a variable that is considered private. This can
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600 even be useful in special circumstances, such as in the debugger.
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601
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602 Notice that code passed to ``exec()`` or ``eval()`` does not consider the
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603 classname of the invoking class to be the current class; this is similar to the
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604 effect of the ``global`` statement, the effect of which is likewise restricted
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605 to code that is byte-compiled together. The same restriction applies to
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606 ``getattr()``, ``setattr()`` and ``delattr()``, as well as when referencing
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607 ``__dict__`` directly.
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608
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609
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610 .. _tut-odds:
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611
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612 Odds and Ends
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613 =============
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614
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615 Sometimes it is useful to have a data type similar to the Pascal "record" or C
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616 "struct", bundling together a few named data items. An empty class definition
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617 will do nicely::
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618
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619 class Employee:
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620 pass
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621
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622 john = Employee() # Create an empty employee record
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623
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624 # Fill the fields of the record
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625 john.name = 'John Doe'
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626 john.dept = 'computer lab'
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627 john.salary = 1000
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628
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629 A piece of Python code that expects a particular abstract data type can often be
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630 passed a class that emulates the methods of that data type instead. For
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631 instance, if you have a function that formats some data from a file object, you
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632 can define a class with methods :meth:`read` and :meth:`readline` that get the
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633 data from a string buffer instead, and pass it as an argument.
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634
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635 .. (Unfortunately, this technique has its limitations: a class can't define
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636 operations that are accessed by special syntax such as sequence subscripting
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637 or arithmetic operators, and assigning such a "pseudo-file" to sys.stdin will
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638 not cause the interpreter to read further input from it.)
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639
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640 Instance method objects have attributes, too: ``m.__self__`` is the instance
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641 object with the method :meth:`m`, and ``m.__func__`` is the function object
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642 corresponding to the method.
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643
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644
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645 .. _tut-exceptionclasses:
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646
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647 Exceptions Are Classes Too
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648 ==========================
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649
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650 User-defined exceptions are identified by classes as well. Using this mechanism
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Georg Brandl <georg@python.org>
parents:
diff changeset
651 it is possible to create extensible hierarchies of exceptions.
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parents:
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652
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Georg Brandl <georg@python.org>
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653 There are two new valid (semantic) forms for the :keyword:`raise` statement::
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parents:
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654
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Collin Winter <collinw@gmail.com>
parents: 43201
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655 raise Class
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parents:
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656
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Collin Winter <collinw@gmail.com>
parents: 43201
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657 raise Instance
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parents:
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658
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Collin Winter <collinw@gmail.com>
parents: 43201
diff changeset
659 In the first form, ``Class`` must be an instance of :class:`type` or of a
75b265c08c91 Update tutorial/classes.rst to remove references to the old two-argument form of the raise statement.
Collin Winter <collinw@gmail.com>
parents: 43201
diff changeset
660 class derived from it. The first form is a shorthand for::
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parents:
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661
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Collin Winter <collinw@gmail.com>
parents: 43201
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662 raise Class()
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parents:
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663
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Georg Brandl <georg@python.org>
parents: 51776
diff changeset
664 A class in an :keyword:`except` clause is compatible with an exception if it is
7b495c8f2a24 Merged revisions 73941-73943,74076,74094,74186,74211-74214,74247,74254,74262,74311,74334,74368 via svnmerge from
Georg Brandl <georg@python.org>
parents: 51776
diff changeset
665 the same class or a base class thereof (but not the other way around --- an
7b495c8f2a24 Merged revisions 73941-73943,74076,74094,74186,74211-74214,74247,74254,74262,74311,74334,74368 via svnmerge from
Georg Brandl <georg@python.org>
parents: 51776
diff changeset
666 except clause listing a derived class is not compatible with a base class). For
7b495c8f2a24 Merged revisions 73941-73943,74076,74094,74186,74211-74214,74247,74254,74262,74311,74334,74368 via svnmerge from
Georg Brandl <georg@python.org>
parents: 51776
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667 example, the following code will print B, C, D in that order::
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parents:
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668
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669 class B(Exception):
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parents:
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670 pass
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parents:
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671 class C(B):
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parents:
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672 pass
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parents:
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673 class D(C):
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parents:
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674 pass
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parents:
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675
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parents:
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676 for c in [B, C, D]:
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Georg Brandl <georg@python.org>
parents:
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677 try:
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Georg Brandl <georg@python.org>
parents:
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678 raise c()
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parents:
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679 except D:
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parents: 42604
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680 print("D")
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parents:
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681 except C:
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Guido van Rossum <guido@python.org>
parents: 42604
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682 print("C")
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Georg Brandl <georg@python.org>
parents:
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683 except B:
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Guido van Rossum <guido@python.org>
parents: 42604
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684 print("B")
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parents:
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685
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Georg Brandl <georg@python.org>
parents:
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686 Note that if the except clauses were reversed (with ``except B`` first), it
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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687 would have printed B, B, B --- the first matching except clause is triggered.
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Georg Brandl <georg@python.org>
parents:
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688
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Georg Brandl <georg@python.org>
parents:
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689 When an error message is printed for an unhandled exception, the exception's
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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690 class name is printed, then a colon and a space, and finally the instance
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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691 converted to a string using the built-in function :func:`str`.
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Georg Brandl <georg@python.org>
parents:
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692
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parents:
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693
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Georg Brandl <georg@python.org>
parents:
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694 .. _tut-iterators:
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Georg Brandl <georg@python.org>
parents:
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695
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Georg Brandl <georg@python.org>
parents:
diff changeset
696 Iterators
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Georg Brandl <georg@python.org>
parents:
diff changeset
697 =========
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parents:
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698
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Georg Brandl <georg@python.org>
parents:
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699 By now you have probably noticed that most container objects can be looped over
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Georg Brandl <georg@python.org>
parents:
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700 using a :keyword:`for` statement::
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parents:
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701
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parents:
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702 for element in [1, 2, 3]:
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parents: 42604
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703 print(element)
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parents:
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704 for element in (1, 2, 3):
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parents: 42604
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705 print(element)
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parents:
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706 for key in {'one':1, 'two':2}:
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Guido van Rossum <guido@python.org>
parents: 42604
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707 print(key)
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Georg Brandl <georg@python.org>
parents:
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708 for char in "123":
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Guido van Rossum <guido@python.org>
parents: 42604
diff changeset
709 print(char)
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Georg Brandl <georg@python.org>
parents:
diff changeset
710 for line in open("myfile.txt"):
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Guido van Rossum <guido@python.org>
parents: 42604
diff changeset
711 print(line)
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parents:
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712
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parents:
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713 This style of access is clear, concise, and convenient. The use of iterators
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
714 pervades and unifies Python. Behind the scenes, the :keyword:`for` statement
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Georg Brandl <georg@python.org>
parents:
diff changeset
715 calls :func:`iter` on the container object. The function returns an iterator
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Georg Brandl <georg@python.org>
parents:
diff changeset
716 object that defines the method :meth:`__next__` which accesses elements in the
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parents:
diff changeset
717 container one at a time. When there are no more elements, :meth:`__next__`
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
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718 raises a :exc:`StopIteration` exception which tells the :keyword:`for` loop to
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parents:
diff changeset
719 terminate. You can call the :meth:`__next__` method using the :func:`next`
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parents:
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720 builtin; this example shows how it all works::
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parents:
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721
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parents:
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722 >>> s = 'abc'
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Georg Brandl <georg@python.org>
parents:
diff changeset
723 >>> it = iter(s)
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Georg Brandl <georg@python.org>
parents:
diff changeset
724 >>> it
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Georg Brandl <georg@python.org>
parents:
diff changeset
725 <iterator object at 0x00A1DB50>
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Georg Brandl <georg@python.org>
parents:
diff changeset
726 >>> next(it)
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Georg Brandl <georg@python.org>
parents:
diff changeset
727 'a'
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Georg Brandl <georg@python.org>
parents:
diff changeset
728 >>> next(it)
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Georg Brandl <georg@python.org>
parents:
diff changeset
729 'b'
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Georg Brandl <georg@python.org>
parents:
diff changeset
730 >>> next(it)
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
731 'c'
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Georg Brandl <georg@python.org>
parents:
diff changeset
732 >>> next(it)
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
733
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Georg Brandl <georg@python.org>
parents:
diff changeset
734 Traceback (most recent call last):
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
735 File "<stdin>", line 1, in ?
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
736 next(it)
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
737 StopIteration
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
738
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
739 Having seen the mechanics behind the iterator protocol, it is easy to add
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Georg Brandl <georg@python.org>
parents: 62984
diff changeset
740 iterator behavior to your classes. Define an :meth:`__iter__` method which
42604
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parents:
diff changeset
741 returns an object with a :meth:`__next__` method. If the class defines
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
742 :meth:`__next__`, then :meth:`__iter__` can just return ``self``::
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
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743
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parents:
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744 class Reverse:
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
745 "Iterator for looping over a sequence backwards"
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
746 def __init__(self, data):
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
747 self.data = data
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
748 self.index = len(data)
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
749 def __iter__(self):
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
750 return self
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
751 def __next__(self):
9e1529bf0442 Move the 3k reST doc tree in place.
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parents:
diff changeset
752 if self.index == 0:
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
753 raise StopIteration
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parents:
diff changeset
754 self.index = self.index - 1
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
755 return self.data[self.index]
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Georg Brandl <georg@python.org>
parents:
diff changeset
756
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Georg Brandl <georg@python.org>
parents: 62984
diff changeset
757 >>> rev = Reverse('spam')
f46dcd8a3113 Merged revisions 82965 via svnmerge from
Georg Brandl <georg@python.org>
parents: 62984
diff changeset
758 >>> iter(rev)
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Georg Brandl <georg@python.org>
parents: 62984
diff changeset
759 <__main__.Reverse object at 0x00A1DB50>
f46dcd8a3113 Merged revisions 82965 via svnmerge from
Georg Brandl <georg@python.org>
parents: 62984
diff changeset
760 >>> for char in rev:
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Guido van Rossum <guido@python.org>
parents: 42604
diff changeset
761 ... print(char)
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762 ...
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parents:
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763 m
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parents:
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764 a
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parents:
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765 p
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parents:
diff changeset
766 s
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parents:
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767
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parents:
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768
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Georg Brandl <georg@python.org>
parents:
diff changeset
769 .. _tut-generators:
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
770
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
771 Generators
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
772 ==========
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Georg Brandl <georg@python.org>
parents:
diff changeset
773
43737
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
Georg Brandl <georg@python.org>
parents: 43449
diff changeset
774 :term:`Generator`\s are a simple and powerful tool for creating iterators. They
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
Georg Brandl <georg@python.org>
parents: 43449
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775 are written like regular functions but use the :keyword:`yield` statement
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
Georg Brandl <georg@python.org>
parents: 43449
diff changeset
776 whenever they want to return data. Each time :func:`next` is called on it, the
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
Georg Brandl <georg@python.org>
parents: 43449
diff changeset
777 generator resumes where it left-off (it remembers all the data values and which
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
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parents: 43449
diff changeset
778 statement was last executed). An example shows that generators can be trivially
3d866579117d #1370: Finish the merge r58749, log below, by resolving all conflicts in Doc/.
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parents: 43449
diff changeset
779 easy to create::
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Georg Brandl <georg@python.org>
parents:
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780
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parents:
diff changeset
781 def reverse(data):
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parents:
diff changeset
782 for index in range(len(data)-1, -1, -1):
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Georg Brandl <georg@python.org>
parents:
diff changeset
783 yield data[index]
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parents:
diff changeset
784
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Georg Brandl <georg@python.org>
parents:
diff changeset
785 >>> for char in reverse('golf'):
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Guido van Rossum <guido@python.org>
parents: 42604
diff changeset
786 ... print(char)
42604
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parents:
diff changeset
787 ...
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parents:
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788 f
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parents:
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789 l
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parents:
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790 o
50566
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parents: 50563
diff changeset
791 g
42604
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parents:
diff changeset
792
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Georg Brandl <georg@python.org>
parents:
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793 Anything that can be done with generators can also be done with class based
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parents:
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794 iterators as described in the previous section. What makes generators so
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parents:
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795 compact is that the :meth:`__iter__` and :meth:`__next__` methods are created
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796 automatically.
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parents:
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797
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798 Another key feature is that the local variables and execution state are
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
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799 automatically saved between calls. This made the function easier to write and
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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800 much more clear than an approach using instance variables like ``self.index``
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
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801 and ``self.data``.
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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802
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Georg Brandl <georg@python.org>
parents:
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803 In addition to automatic method creation and saving program state, when
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Georg Brandl <georg@python.org>
parents:
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804 generators terminate, they automatically raise :exc:`StopIteration`. In
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Georg Brandl <georg@python.org>
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805 combination, these features make it easy to create iterators with no more effort
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Georg Brandl <georg@python.org>
parents:
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806 than writing a regular function.
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
diff changeset
807
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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808
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Georg Brandl <georg@python.org>
parents:
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809 .. _tut-genexps:
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Georg Brandl <georg@python.org>
parents:
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810
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Georg Brandl <georg@python.org>
parents:
diff changeset
811 Generator Expressions
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parents:
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812 =====================
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parents:
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813
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Georg Brandl <georg@python.org>
parents:
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814 Some simple generators can be coded succinctly as expressions using a syntax
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Georg Brandl <georg@python.org>
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815 similar to list comprehensions but with parentheses instead of brackets. These
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Georg Brandl <georg@python.org>
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816 expressions are designed for situations where the generator is used right away
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Georg Brandl <georg@python.org>
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817 by an enclosing function. Generator expressions are more compact but less
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Georg Brandl <georg@python.org>
parents:
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818 versatile than full generator definitions and tend to be more memory friendly
9e1529bf0442 Move the 3k reST doc tree in place.
Georg Brandl <georg@python.org>
parents:
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819 than equivalent list comprehensions.
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Georg Brandl <georg@python.org>
parents:
diff changeset
820
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Georg Brandl <georg@python.org>
parents:
diff changeset
821 Examples::
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parents:
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822
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Georg Brandl <georg@python.org>
parents:
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823 >>> sum(i*i for i in range(10)) # sum of squares
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parents:
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824 285
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parents:
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825
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Georg Brandl <georg@python.org>
parents:
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826 >>> xvec = [10, 20, 30]
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Georg Brandl <georg@python.org>
parents:
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827 >>> yvec = [7, 5, 3]
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Georg Brandl <georg@python.org>
parents:
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828 >>> sum(x*y for x,y in zip(xvec, yvec)) # dot product
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829 260
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parents:
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830
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parents:
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831 >>> from math import pi, sin
45084
38604fa2a48f Update docs w.r.t. PEP 3100 changes -- patch for GHOP by Dan Finnie.
Georg Brandl <georg@python.org>
parents: 44396
diff changeset
832 >>> sine_table = {x: sin(x*pi/180) for x in range(0, 91)}
42604
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833
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parents:
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834 >>> unique_words = set(word for line in page for word in line.split())
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835
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parents:
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836 >>> valedictorian = max((student.gpa, student.name) for student in graduates)
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837
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parents:
diff changeset
838 >>> data = 'golf'
43201
4902671dd678 Tutorial formatting patch by Robin Stocker.
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parents: 43155
diff changeset
839 >>> list(data[i] for i in range(len(data)-1, -1, -1))
42604
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840 ['f', 'l', 'o', 'g']
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Georg Brandl <georg@python.org>
parents:
diff changeset
841
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Georg Brandl <georg@python.org>
parents:
diff changeset
842
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Georg Brandl <georg@python.org>
parents:
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843
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Georg Brandl <georg@python.org>
parents:
diff changeset
844 .. rubric:: Footnotes
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Georg Brandl <georg@python.org>
parents:
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845
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Georg Brandl <georg@python.org>
parents:
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846 .. [#] Except for one thing. Module objects have a secret read-only attribute called
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Georg Brandl <georg@python.org>
parents:
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847 :attr:`__dict__` which returns the dictionary used to implement the module's
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Georg Brandl <georg@python.org>
parents:
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848 namespace; the name :attr:`__dict__` is an attribute but not a global name.
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Georg Brandl <georg@python.org>
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849 Obviously, using this violates the abstraction of namespace implementation, and
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Georg Brandl <georg@python.org>
parents:
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850 should be restricted to things like post-mortem debuggers.
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Georg Brandl <georg@python.org>
parents:
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851