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    python pydantic typed dict validation
  
        
  
    
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  | from functools import wraps | |
| from typing import TypedDict | |
| from pydantic import BaseModel, validate_arguments | |
| def replace_typed_dict_annotations(annotations): | |
| new_annotations = {} | |
| for k, T in annotations.items(): | |
| if type(T).__name__ == '_TypedDictMeta': | |
| class M(TDict): | |
| __annotations__ = replace_typed_dict_annotations(T.__annotations__) | |
| M.__name__ = T.__name__ | |
| new_annotations[k] = M | |
| else: | |
| new_annotations[k] = T | |
| return new_annotations | |
| def validate_args(fn): | |
| def f(*args, **kwargs): | |
| pass | |
| @wraps(fn) | |
| def wrapper(*args, **kwargs): | |
| f(*args, **kwargs) | |
| return fn(*args, **kwargs) | |
| wrapper.__annotations__ = replace_typed_dict_annotations(fn.__annotations__) | |
| return validate_arguments(wrapper) | |
| class TDict(BaseModel): | |
| class Config: | |
| extra = 'forbid' | |
| arbitrary_types_allowed = True | |
| @classmethod | |
| def __get_validators__(cls): | |
| yield from super().__get_validators__() | |
| yield cls.validate | |
| @classmethod | |
| def validate(cls, v): | |
| if not isinstance(v, dict): | |
| raise TypeError('dict type expected') | |
| return cls(**v).dict() | |
| class D(TypedDict): | |
| z: int | |
| class A(TypedDict): | |
| x: int | |
| y: str | |
| d: D | |
| @validate_args | |
| def foo(a: A) -> int: | |
| print(type(a)) | |
| return a | |
| print(foo({'x': 1, 'y': '2', 'd': {'z': 3}})) | |
| print(foo({'x': 1, 'y': [], 'z': 22, 'd': []})) | |
| # OUT: | |
| # <class 'dict'> | |
| # {'x': 1, 'y': '2', 'd': {'z': 3}} | |
| # ... | |
| # pydantic.error_wrappers.ValidationError: 3 validation errors for Foo | |
| # a -> y | |
| # str type expected (type=type_error.str) | |
| # a -> d | |
| # dict type expected (type=type_error) | |
| # a -> z | |
| # extra fields not permitted (type=value_error.extra) | 
  
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workaround for pydantic/pydantic#760