更改另一个字段时如何修改pydantic字段?

问题描述

我有一个 pydantic 类,例如:

from pydantic import BaseModel
class Programmer(BaseModel):
    python_skill: float
    stackoverflow_skill: float
    total_score: float = None

现在我正在根据其他字段计算 total_score

@validator("total_score",always=True)
def calculat_total_score(cls,v,*,values):
    return values.get("python_skill") + values.get("stackoverflow_skill")

这很好用,但现在当我改变一项技能时:

programmer = Programmer(python_skill=1.0,stackoverflow_skill=9.0)
print(programmer.total_score) # return 10.0
programmer.python_skill=2.0 
print(programmer.total_score) # still return 10.0

我希望 total_score 自动更新。

有什么解决办法吗? TNX!!

解决方法

您可以为此使用 root validator。每次更新后都会调用它。像这样:

from pydantic import BaseModel,validator,root_validator


class Programmer(BaseModel):
    python_skill: float
    stackoverflow_skill: float
    total_score: float = None

    class Config:
        validate_assignment = True

    @root_validator
    def calculate_total_score(cls,values):
        values["total_score"] = values.get("python_skill") + values.get("stackoverflow_skill")
        return values


programmer = Programmer(python_skill=1.0,stackoverflow_skill=9.0)
print(programmer.total_score)  # 10.0
programmer.python_skill = 2.0
print(programmer.total_score)  # 11.0

注意:在 1.7.3 之前的版本中有 bug,所以我建议更新