Convert json object to dataclass and vice versa
Project description
JTO Converter
Description
Convert json object to dataclass and vice versa. This package also provides tool for converting json object to dataclass template.
Requirements
Required structure of dataclass field
field_name: Optional[FieldType] = field(default=Undefined, metadata={'name': 'json_field_name', 'required': False, 'validate': validate_function})
field_name
[required] can be any variable name.Optional
[optional] indicates that the field is nullable.FieldType
[required] should be strongly typed.
For example in case of field containing the list it should look like thisList[SomeClass]
default
[required] sets default field's value. Set toUndefined
by default.name
[required] is the name of the field in original json.required
[required] markedTrue
if the field is required in the provided json.validate
[optional] is the function that validates the field's value. Validate function supports fields with simple types likestr
,int
,float
,bool
andList
of simple types. The function has one argument - field's value. It should returnTrue
if the value is valid andFalse
otherwise. Example lambda function:lambda x: x > 0
Additional rules
- If dataclass field value set to
Undefined
then it will not be converted to json field - If dataclass field type is not
Optional
then all dataclass fields withNone
values will not be converted to json fields
Examples
Convert json object to class objects
from dataclasses import dataclass, field
from typing import List, Optional
from jto import JTOConverter
from jto.undefined_field import Undefined
data = {
"status": 200,
"data": {
"first": "qwer",
"last": "qwer",
"test": [
{"f1": "1"},
{"f1": "2"}
]
}
}
@dataclass
class Test:
f1: Optional[str] = field(default=Undefined, metadata={'name': 'f1', 'required': False})
@dataclass
class Data:
first: Optional[str] = field(default=Undefined, metadata={'name': 'first', 'required': False, 'validate': lambda x: x == 'qwer'})
last: Optional[str] = field(default=Undefined, metadata={'name': 'last', 'required': False})
test: Optional[List[Test]] = field(default=Undefined, metadata={'name': 'test', 'required': False})
@dataclass
class Response:
status: Optional[int] = field(default=Undefined, metadata={'name': 'status', 'required': False})
data: Optional[Data] = field(default=Undefined, metadata={'name': 'data', 'required': False})
dataclass_object = JTOConverter.from_json(Response, data)
print(dataclass_object)
dataclass_object.status = None
json_object = JTOConverter.to_json(dataclass_object)
print(json_object)
Get class templates from json object
from jto.dataclass_generator import DataclassGenerator
data = {
"status": 200,
"data": {
"first": "foo",
"last": "bar",
"struct": [
{"f1": "1"},
{"f1": "2"}
]
}
}
classes = DataclassGenerator()
classes_str = classes.build_classes_string('Response', data)
print(classes_str)
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