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Pydantic

Pydantic comprueba datos contra anotaciones de tipo. En una app de escritorio hace dos trabajos: valida lo que el usuario escribió en un formulario y convierte el JSON de archivos y APIs. Corre en el mismo proceso que la ventana, sin necesidad de hilos ni de loop, porque validar es rápido.

Un formulario de registro con errores de Pydantic y las cuentas guardadas como JSON

Windows, macOS y Linux
cd examples/integrations/pydantic_signup
uv run main.py
  1. Escribe las reglas como un modelo. Los campos llevan las restricciones, tipos especiales como EmailStr (de pydantic[email]) y SecretStr hacen el resto, y los validadores añaden comprobaciones propias. Un validador de modelo after compara dos campos:

    class SignUp(BaseModel):
    username: str = Field(min_length=3, max_length=20, pattern=r"^[a-z0-9_]+$")
    email: EmailStr
    birthday: date
    plan: Literal["free", "pro", "team"] = "free"
    password: SecretStr
    password_repeat: SecretStr
    newsletter: bool = False
    @field_validator("username", mode="before")
    @classmethod
    def lowercase(cls, value: str) -> str:
    return value.strip().lower()
    @model_validator(mode="after")
    def passwords_match(self) -> "SignUp":
    if self.password.get_secret_value() != self.password_repeat.get_secret_value():
    raise ValueError("The passwords don't match")
    return self
  2. Guarda el formulario como valores simples y valida al enviar. Los inputs dan texto; Pydantic convierte "1990-05-02" en un date e informa de todos los problemas a la vez:

    def submit(self, *_):
    try:
    signup = SignUp.model_validate(self.draft)
    except ValidationError as error:
    self.errors = pz.validation_errors(error)
    return
    ...
  3. Muestra cada error bajo su campo. pz.validation_errors devuelve {campo: mensaje}; los errores de un validador de modelo usan la clave "":

    ui.field("Email", ui.input(d["email"], self.edit("email")), error=self.errors.get("email"))
    ui.callout(self.errors[""], tint="error") if self.errors.get("") else None
  4. Guarda y carga JSON. Serialización con model_dump y model_dump_json, y un TypeAdapter para una lista entera:

    account = Account.model_validate(signup.model_dump(exclude={"password", "password_repeat"}))
    Accounts = TypeAdapter(list[Account])
    FILE.write_bytes(Accounts.dump_json(self.accounts, indent=2))
    accounts = Accounts.validate_json(FILE.read_bytes())

Los mismos modelos convierten el JSON que llega por la red. Declara solo los campos que usas; Pydantic ignora el resto, convierte las fechas y falla con un error claro si la API cambia de forma. Del explorador de PyPI:

class Info(BaseModel):
name: str
version: str
summary: str | None = None
class File(BaseModel):
upload_time_iso_8601: datetime
class Package(BaseModel):
info: Info
releases: dict[str, list[File]]
package = Package.model_validate_json(response.content)
"""A sign-up form whose rules live in a Pydantic model; accounts are saved to accounts.json.
uv run main.py
The window keeps what the user types as plain strings and hands them to
``SignUp.model_validate``: Pydantic converts them (a date, an email, a bool), checks every rule
and reports the errors per field, which ``pz.validation_errors`` turns into ``{field: message}``.
Walkthrough: https://albakore.github.io/pyzed/integrations/pydantic/
"""
from __future__ import annotations
from pathlib import Path
from pydantic import ValidationError
import pyzed as pz
from pyzed import ui
from models import Account, Accounts, SignUp
FILE = Path(__file__).with_name("accounts.json")
EMPTY = {"username": "", "email": "", "birthday": "", "plan": "free", "password": "", "password_repeat": "",
"newsletter": False}
def load() -> list[Account]:
return Accounts.validate_json(FILE.read_bytes()) if FILE.exists() else []
class SignUpForm(pz.App):
title = "Sign up · Pydantic"
size = (860, 600)
def __init__(self):
self.draft = dict(EMPTY)
self.errors: dict[str, str] = {}
self.accounts = load()
self.preview = "" # the JSON Pydantic produced for the last account
def edit(self, key):
return lambda value: self.draft.__setitem__(key, value)
def submit(self, *_):
try:
signup = SignUp.model_validate(self.draft)
except ValidationError as error:
self.errors = pz.validation_errors(error) # the model validator's error has the key ""
return
account = Account.model_validate(signup.model_dump(exclude={"password", "password_repeat"}))
if any(a.username == account.username for a in self.accounts):
self.errors = {"username": "That username is taken"}
return
self.accounts.append(account)
FILE.write_bytes(Accounts.dump_json(self.accounts, indent=2))
self.preview = account.model_dump_json(indent=2)
self.draft, self.errors = dict(EMPTY), {}
def form(self):
e, d = self.errors.get, self.draft
def text(key, title, placeholder="", **kwargs):
return ui.field(title, ui.input(d[key], self.edit(key), placeholder=placeholder, on_submit=self.submit,
**kwargs), error=e(key))
return pz.column([
ui.heading("Create an account", level=2),
text("username", "Username", "lowercase letters, digits and _"),
text("email", "Email", "you@example.com"),
text("birthday", "Birthday", "YYYY-MM-DD"),
ui.field("Plan", ui.segmented(["free", "pro", "team"], d["plan"], self.edit("plan"))),
text("password", "Password", "8 characters or more", secure=True),
text("password_repeat", "Repeat the password", secure=True),
ui.checkbox(d["newsletter"], self.edit("newsletter"), label="Send me the newsletter"),
ui.callout(e(""), tint="error") if e("") else None,
ui.button("Sign up", self.submit, icon="user-plus", variant="solid", full_width=True),
], spacing=12, padding=24, width=420)
def side(self, t):
rows = [ui.list_item(a.username, None, icon="user", end=ui.badge(a.plan), inset=True, height=30)
for a in reversed(self.accounts)]
return pz.container(pz.column([
ui.muted("accounts.json", size="xs", mono=True),
*rows,
ui.card(ui.label(self.preview, mono=True, size="sm"), title="model_dump_json()") if self.preview else None,
], spacing=6), padding=16, width="fill", height="fill", bg=t.panel)
def view(self):
t = self.resolved_theme()
return pz.row([pz.container(pz.scrollable(self.form()), height="fill", bg=t.editor), self.side(t)])
if __name__ == "__main__":
pz.run(SignUpForm)