如何从架构中的 json 文件中获取缺少的字段,反之亦然

How can I get missing fields from json file in schema and vice versa

我已经使用 pip install jsonschema 安装了 jsonschema

from jsonschema import validate

schema_data = {
    "type" : "object",
    "properties" : {
        "price" : {"type" : "number"},
        "name" : {"type" : "string"},
        "additional" : {"type" : "number"},
        },
    }

json_data = {"name" : "Eggs", "price" : 34.99, "new": 90}

我上面的 schema_datajson_data 只是验证数据类型。

这里additionalschema_data中的额外字段,json_data中没有,new存在于json_data中,json_data中没有schema_data.

如何列出缺失的字段,例如 additionaljson_data 中缺失,newschema_data?

在 JSON 架构中,默认情况下属性不是 必需的,您的架构所做的只是声明它们必须是什么类型 如果属性 存在 。因此,为了验证标记缺少 additional,您需要先将该键标记为 a required property,方法是添加一个 required 列表,名称为:

schema_data = {
    "type" : "object",
    "properties" : {
        "price" : {"type" : "number"},
        "name" : {"type" : "string"},
        "additional" : {"type" : "number"},
        },
    "required": ["price", "name", "additional"]
}

现在验证将无法通过您的 JSON 数据,因为缺少 additional

>>> validate(json_data, schema_data)
Traceback (most recent call last):
  File "<stdin>", line 1, in <module>
  File "/.../site-packages/jsonschema/validators.py", line 541, in validate
    cls(schema, *args, **kwargs).validate(instance)
  File "/.../site-packages/jsonschema/validators.py", line 130, in validate
    raise error
jsonschema.exceptions.ValidationError: 'additional' is a required property

Failed validating 'required' in schema:
    {'properties': {'additional': {'type': 'number'},
                    'name': {'type': 'string'},
                    'price': {'type': 'number'}},
     'required': ['price', 'name', 'additional'],
     'type': 'object'}

On instance:
    {'name': 'Eggs', 'new': 90, 'price': 34.99}

要使添加more键无效,需要将additionalProperties设置为false;默认是允许额外的属性:

schema_data = {
    "type" : "object",
    "properties" : {
        "price" : {"type" : "number"},
        "name" : {"type" : "string"},
        "additional" : {"type" : "number"},
        },
    "required": ["price", "name", "additional"],
    "additionalProperties": False
}

但是,additional 仍然缺失,当您使用 validate() 时,找不到添加 new 键,因为发现的第一个错误是作为异常引发的。

要获取 所有 模式验证错误,请为模式创建一个验证器对象,然后使用 IValidator.iter_errors() method 列出所有发现的错误:

from json_schema.validators import validator_for

validator = validator_for(schema_data)(schema_data)  # get class, create instance
for error in validator.iter_errors(json_data):
    print(error)

现在您将获得有关每个错误的信息:

'additional' is a required property

Failed validating 'required' in schema:
    {'additionalProperties': False,
     'properties': {'additional': {'type': 'number'},
                    'name': {'type': 'string'},
                    'price': {'type': 'number'}},
     'required': ['price', 'name', 'additional'],
     'type': 'object'}

On instance:
    {'name': 'Eggs', 'new': 90, 'price': 34.99}
Additional properties are not allowed ('new' was unexpected)

Failed validating 'additionalProperties' in schema:
    {'additionalProperties': False,
     'properties': {'additional': {'type': 'number'},
                    'name': {'type': 'string'},
                    'price': {'type': 'number'}},
     'required': ['price', 'name', 'additional'],
     'type': 'object'}

On instance:
    {'name': 'Eggs', 'new': 90, 'price': 34.99}

循环中的每个error对象都是一个ValidatorError exception object,它有一系列的属性可以帮助你在代码中准确地找出问题所在。