python使用dataclass数据类有个坑

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今天在创建数据类时，遇到一个问题。发现数据出现了问题。代码如下：

from dataclasses import dataclass
@dataclass
class InPut:start:bool = Falsestop:bool = 0fault:bool = Noneinterval:int = 0@dataclass
class OutPut:星启动:bool = None主启动:bool = None三角启动:bool = None@dataclass
class Temp():...@dataclass
class Motor:input:InPut = InPut()outPut:OutPut = OutPut()temp:Temp = Temp()

上面创建了4个类，其中Motorl 里面的3个属性是由上面的3个数据类对象构成。这样Motor类就会很方便的操作输入和输出。然后分别写两个类，没个类属性保存Motor对象代码如下：

class Devices:motor1 = Motor()motor2 = Motor()motor3 = Motor()motor4 = Motor()motor5 = Motor()class HMI:input:InPut = InPut(interval=50)input2:InPut = InPut(interval=100)input3:InPut = InPut(interval=300)input4:InPut = InPut(interval=400)input5:InPut = InPut(interval=600)

在写个映射函数，把HMI类的数据映射给Devices类，代码如下:

def mapping():Devices.motor1.input.interval = HMI.input.intervalDevices.motor2.input.interval = HMI.input2.intervalDevices.motor3.input.interval = HMI.input3.intervalDevices.motor4.input.interval = HMI.input4.intervalDevices.motor5.input.interval = HMI.input5.intervalprint("motor1.input.interval:",Devices.motor1.input.interval)print("motor2.input.interval:",Devices.motor2.input.interval)print("motor3.input.interval:",Devices.motor3.input.interval)print("motor4.input.interval:",Devices.motor4.input.interval)print("motor5.input.interval:",Devices.motor5.input.interval)if __name__ == '__main__':mapping()

貌似没问题，打印结果如下：

motor1.input.interval: 600
motor2.input.interval: 600
motor3.input.interval: 600
motor4.input.interval: 600
motor5.input.interval: 600

结果都是600，怎么会这样？先把motor对象的ID打出来。

def mapping():Devices.motor1.input.interval = HMI.input.intervalDevices.motor2.input.interval = HMI.input2.intervalDevices.motor3.input.interval = HMI.input3.intervalDevices.motor4.input.interval = HMI.input4.intervalDevices.motor5.input.interval = HMI.input5.interval# print("motor1.input.interval:",Devices.motor1.input.interval)# print("motor2.input.interval:",Devices.motor2.input.interval)# print("motor3.input.interval:",Devices.motor3.input.interval)# print("motor4.input.interval:",Devices.motor4.input.interval)# print("motor5.input.interval:",Devices.motor5.input.interval)print("motor1",id(Devices.motor1))print("motor2",id(Devices.motor2))print("motor3",id(Devices.motor3))print("motor4",id(Devices.motor4))print("motor5",id(Devices.motor5))if __name__ == '__main__':mapping()#运行结果：
motor1 2213315589264
motor2 2213317258400
motor3 2213316869232
motor4 2213317974672
motor5 2213317975920

def mapping():Devices.motor1.input.interval = HMI.input.intervalDevices.motor2.input.interval = HMI.input2.intervalDevices.motor3.input.interval = HMI.input3.intervalDevices.motor4.input.interval = HMI.input4.intervalDevices.motor5.input.interval = HMI.input5.interval# print("motor1.input.interval:",Devices.motor1.input.interval)# print("motor2.input.interval:",Devices.motor2.input.interval)# print("motor3.input.interval:",Devices.motor3.input.interval)# print("motor4.input.interval:",Devices.motor4.input.interval)# print("motor5.input.interval:",Devices.motor5.input.interval)print("motor1.input",id(Devices.motor1.input))print("motor2.input",id(Devices.motor2.input))print("motor3.input",id(Devices.motor3.input))print("motor4.input",id(Devices.motor4.input))print("motor5.input",id(Devices.motor5.input))结果
motor1.input 2891784968080
motor2.input 2891784968080
motor3.input 2891784968080
motor4.input 2891784968080
motor5.input 2891784968080

上面的id是一样的，说明指向了同一个内存地址。这里就有一个坑。

分析原因及解决办法如下：

在这个代码中，因为使用了`dataclass`的默认值初始化方式，会导致所有`Motor`类的实例都共享相同的`InPut`类的实例，从而导致它们的`id`都是相同的。如果希望每个`Motor`实例拥有独立的`InPut`实例，可以通过在`Motor`类的`__post_init__`方法中为`input`属性赋予新的`InPut`实例来实现。下方修改代码：

@dataclass
class Motor:input: InPut = NoneoutPut: OutPut = OutPut()temp: Temp = Temp()def __post_init__(self):if self.input is None:self.input = InPut()

通过在`Motor`类中定义`__post_init__`方法，可以确保每个`Motor`实例都有独立的`InPut`实例，从而使它们的`id`不再相同。

完整代码如下：

from dataclasses import dataclass
@dataclass
class InPut:start:bool = Falsestop:bool = 0fault:bool = Noneinterval:int = 0@dataclass
class OutPut:星启动:bool = None主启动:bool = None三角启动:bool = None@dataclass
class Temp():...@dataclass
class Motor:input:InPut = NoneoutPut:OutPut = OutPut()temp:Temp = Temp()def __post_init__(self):if self.input is None:self.input = InPut()class Devices:motor1 = Motor()motor2 = Motor()motor3 = Motor()motor4 = Motor()motor5 = Motor()class HMI:input:InPut = InPut(interval=50)input2:InPut = InPut(interval=100)input3:InPut = InPut(interval=300)input4:InPut = InPut(interval=400)input5:InPut = InPut(interval=600)def mapping():Devices.motor1.input.interval = HMI.input.intervalDevices.motor2.input.interval = HMI.input2.intervalDevices.motor3.input.interval = HMI.input3.intervalDevices.motor4.input.interval = HMI.input4.intervalDevices.motor5.input.interval = HMI.input5.intervalprint("motor1.input.interval:",Devices.motor1.input.interval)print("motor2.input.interval:",Devices.motor2.input.interval)print("motor3.input.interval:",Devices.motor3.input.interval)print("motor4.input.interval:",Devices.motor4.input.interval)print("motor5.input.interval:",Devices.motor5.input.interval)print("motor1.input",id(Devices.motor1.input))print("motor2.input",id(Devices.motor2.input))print("motor3.input",id(Devices.motor3.input))print("motor4.input",id(Devices.motor4.input))print("motor5.input",id(Devices.motor5.input))if __name__ == '__main__':mapping()

问题得以解决。

结果如下：

motor1.input.interval: 50
motor2.input.interval: 100
motor3.input.interval: 300
motor4.input.interval: 400
motor5.input.interval: 600
motor1.input 2353790703552
motor2.input 2353793639328
motor3.input 2353793640240
motor4.input 2353793638944
motor5.input 2353793639808

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