Created
February 6, 2020 05:57
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Example of type-level validation in python
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from dataclasses import dataclass | |
from typing import Generic, Optional, TypeVar | |
class Raw: | |
pass | |
class Valid: | |
pass | |
V = TypeVar("V", Raw, Valid) | |
T = TypeVar("T") | |
class Validable(Generic[V, T]): | |
def __init__(self, a: T): | |
self.a = a | |
def validateAge(x: Validable[Raw, int]) -> Optional[Validable[Valid, int]]: | |
if x.a > 0: | |
return Validable(x.a) | |
else: | |
return None | |
@dataclass | |
class Input(Generic[V]): | |
name: str | |
age: Validable[V, int] | |
@staticmethod | |
def from_json(json: dict) -> "Input[Raw]": | |
pass | |
def validateInput(x: Input[Raw]) -> Optional[Input[Valid]]: | |
vAge = validateAge(x.age) | |
if vAge is None: | |
return None | |
else: | |
return Input(x.name, vAge) | |
def business(x: Input[Valid]) -> None: | |
pass | |
data = {"name": "foo", "age": -5} | |
inp = Input.from_json(data) | |
# reveal_type(inp) | |
# note: Revealed type is 'val.Input[val.Raw]' | |
# business(inp) | |
# error: Argument 1 to "business" has incompatible type "Input[Raw]"; expected "Input[Valid]" | |
vInp = validateInput(inp) | |
if vInp is not None: | |
business(vInp) |
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