dataclasses --- Data Classes¶
This module provides a decorator and functions for automatically
adding generated special methods such as __init__() and
__repr__() to user-defined classes. It was originally described
in PEP 557.
The member variables to use in these generated methods are defined using PEP 526 type annotations. For example, this code:
from dataclasses import dataclass
@dataclass
class InventoryItem:
"""Class for keeping track of an item in inventory."""
name: str
unit_price: float
quantity_on_hand: int = 0
def total_cost(self) -> float:
return self.unit_price * self.quantity_on_hand
will add, among other things, a __init__() that looks like:
def __init__(self, name: str, unit_price: float, quantity_on_hand: int = 0):
self.name = name
self.unit_price = unit_price
self.quantity_on_hand = quantity_on_hand
Note that this method is automatically added to the class: it is not
directly specified in the InventoryItem definition shown above.
在 3.7 版被加入.
模組內容¶
- @dataclasses.dataclass(*, init=True, repr=True, eq=True, order=False, unsafe_hash=False, frozen=False, match_args=True, kw_only=False, slots=False, weakref_slot=False)¶
This function is a decorator that is used to add generated special methods to classes, as described below.
The
@dataclassdecorator examines the class to findfields. Afieldis defined as a class variable that has a type annotation. With two exceptions described below, nothing in@dataclassexamines the type specified in the variable annotation.The order of the fields in all of the generated methods is the order in which they appear in the class definition.
如下所述,
@dataclass裝飾器會向類別新增各種 "dunder" 方法。如果類別中已存在任何新增的方法,則行為會取決於參數,如下方文件所述。裝飾器會回傳呼叫它的同一個類別;不會建立新類別。If
@dataclassis used just as a simple decorator with no parameters, it acts as if it has the default values documented in this signature. That is, these three uses of@dataclassare equivalent:@dataclass class C: ... @dataclass() class C: ... @dataclass(init=True, repr=True, eq=True, order=False, unsafe_hash=False, frozen=False, match_args=True, kw_only=False, slots=False, weakref_slot=False) class C: ...
@dataclass的參數是:init:如果為真(預設值),將生成一個
__init__()方法。如果該類別已經定義了
__init__(),則此參數會被忽略。repr: If true (the default), a
__repr__()method will be generated. The generated repr string will have the class name and the name and repr of each field, in the order they are defined in the class. Fields that are marked as being excluded from the repr are not included. For example:InventoryItem(name='widget', unit_price=3.0, quantity_on_hand=10).如果該類別已經定義了
__repr__(),則此參數會被忽略。eq: If true (the default), an
__eq__()method will be generated. This method compares the class as if it were a tuple of its fields, in order. Both instances in the comparison must be of the identical type.如果該類別已經定義了
__eq__(),則此參數會被忽略。order: If true (the default is
False),__lt__(),__le__(),__gt__(), and__ge__()methods will be generated. These compare the class as if it were a tuple of its fields, in order. Both instances in the comparison must be of the identical type. If order is true and eq is false, aValueErroris raised.如果該類別已經定義了
__lt__()、__le__()、__gt__()或__ge__()中的任何一個,則引發TypeError。unsafe_hash: If true, force
dataclassesto create a__hash__()method, even though it may not be safe to do so. Otherwise, generate a__hash__()method according to how eq and frozen are set. The default value isFalse.__hash__()is used by built-inhash(), and when objects are added to hashed collections such as dictionaries and sets. Having a__hash__()implies that instances of the class are immutable. Mutability is a complicated property that depends on the programmer's intent, the existence and behavior of__eq__(), and the values of the eq and frozen flags in the@dataclassdecorator.By default,
@dataclasswill not implicitly add a__hash__()method unless it is safe to do so. Neither will it add or change an existing explicitly defined__hash__()method. Setting the class attribute__hash__ = Nonehas a specific meaning to Python, as described in the__hash__()documentation.If
__hash__()is not explicitly defined, or if it is set toNone, then@dataclassmay add an implicit__hash__()method. Although not recommended, you can force@dataclassto create a__hash__()method withunsafe_hash=True. This might be the case if your class is logically immutable but can still be mutated. This is a specialized use case and should be considered carefully.Here are the rules governing implicit creation of a
__hash__()method. Note that you cannot both have an explicit__hash__()method in your dataclass and setunsafe_hash=True; this will result in aTypeError.如果 eq 和 frozen 都為真,預設情況下
@dataclass會為你生成一個__hash__()方法。如果 eq 為真且 frozen 為假,__hash__()將被設定為None,並將其標記為不可雜湊(因為它是可變的)。如果 eq 為假,__hash__()將保持不變,這意味著將使用超類別的__hash__()方法(如果超類別是object,這意味著它將回退到基於 id 的雜湊)。frozen: If true (the default is
False), assigning to fields will generate an exception. This emulates read-only frozen instances. See the discussion below.如果類別中定義了
__setattr__()或__delattr__()且 frozen 為真,則會引發TypeError。match_args: If true (the default is
True), the__match_args__tuple will be created from the list of non keyword-only parameters to the generated__init__()method (even if__init__()is not generated, see above). If false, or if__match_args__is already defined in the class, then__match_args__will not be generated.
在 3.10 版被加入.
kw_only: If true (the default value is
False), then all fields will be marked as keyword-only. If a field is marked as keyword-only, then the only effect is that the__init__()parameter generated from a keyword-only field must be specified with a keyword when__init__()is called. See the parameter glossary entry for details. Also see theKW_ONLYsection.Keyword-only fields are not included in
__match_args__.
在 3.10 版被加入.
slots: If true (the default is
False),__slots__attribute will be generated and new class will be returned instead of the original one. If__slots__is already defined in the class, thenTypeErroris raised.
警告
Passing parameters to a base class
__init_subclass__()when usingslots=Truewill result in aTypeError. Either use__init_subclass__with no parameters or use default values as a workaround. See gh-91126 for full details.在 3.10 版被加入.
在 3.11 版的變更: If a field name is already included in the
__slots__of a base class, it will not be included in the generated__slots__to prevent overriding them. Therefore, do not use__slots__to retrieve the field names of a dataclass. Usefields()instead. To be able to determine inherited slots, base class__slots__may be any iterable, but not an iterator.weakref_slot: If true (the default is
False), add a slot named "__weakref__", which is required to make an instanceweakref-able. It is an error to specifyweakref_slot=Truewithout also specifyingslots=True.
在 3.11 版被加入.
fields may optionally specify a default value, using normal Python syntax:@dataclass class C: