*
   * {@snippet :
   * static final Multimap<Character, String> FIRST_LETTER_MULTIMAP =
   *     Stream.of("banana", "apple", "carrot", "asparagus", "cherry")
   *         .collect(toImmutableSetMultimap(str -> str.charAt(0), str -> str.substring(1)));
   *
   * // is equivalent to
   *
   * static final Multimap<Character, String> FIRST_LETTER_MULTIMAP =
   *     new ImmutableSetMultimap.Builder<Character, String>()

### `UploadFile` { #uploadfile }

`UploadFile` a les attributs suivants :

- `filename` : une `str` contenant le nom de fichier original téléversé (par ex. `myimage.jpg`).
- `content_type` : une `str` avec le type de contenu (type MIME / type média) (par ex. `image/jpeg`).

### `UploadFile` { #uploadfile }

`UploadFile` tiene los siguientes atributos:

* `filename`: Un `str` con el nombre original del archivo que fue subido (por ejemplo, `myimage.jpg`).
* `content_type`: Un `str` con el tipo de contenido (MIME type / media type) (por ejemplo, `image/jpeg`).

Eğer `Authorization` header’ını görmezse ya da değer `Bearer ` token’ı içermiyorsa, doğrudan 401 status code hatasıyla (`UNAUTHORIZED`) response döner.

Token’ın var olup olmadığını kontrol edip ayrıca hata döndürmenize bile gerek yoktur. Fonksiyonunuz çalışıyorsa, token içinde bir `str` olacağından emin olabilirsiniz.

from typing import Annotated

from fastapi import FastAPI, Path

app = FastAPI()


@app.get("/items/{item_id}")
async def read_items(
    item_id: Annotated[int, Path(title="The ID of the item to get", ge=1)], q: str
):
    results = {"item_id": item_id}
    if q:
        results.update({"q": q})

Для цього ми оновлюємо Pydantic-модель `TokenData` новою властивістю `scopes`.

Валідувавши дані через Pydantic, ми гарантуємо, що, наприклад, маємо саме `list` із `str` для scopes і `str` для `username`.

Замість, наприклад, `dict` або чогось іншого, що може зламати застосунок далі, створивши ризик безпеки.

from fastapi import FastAPI
from fastapi.testclient import TestClient
from inline_snapshot import snapshot
from pydantic import BaseModel

app = FastAPI()


class Items(BaseModel):
    items: dict[str, int]


@app.post("/foo")
def foo(items: Items):
    return items.items


client = TestClient(app)


def test_additional_properties_post():
    response = client.post("/foo", json={"items": {"foo": 1, "bar": 2}})

    client = TestClient(app, raise_server_exceptions=True)
    with pytest.raises(ValueError) as exc_info:
        client.get("/dependency-with-yield")
    last_frame = exc_info.traceback[-1]
    assert str(last_frame.path) == __file__

from fastapi import Depends, FastAPI

app = FastAPI()


fake_items_db = [{"item_name": "Foo"}, {"item_name": "Bar"}, {"item_name": "Baz"}]


class CommonQueryParams:
    def __init__(self, q: str | None = None, skip: int = 0, limit: int = 100):
        self.q = q
        self.skip = skip
        self.limit = limit


@app.get("/items/")
async def read_items(commons=Depends(CommonQueryParams)):
    response = {}
    if commons.q:

from datetime import datetime

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Subscription(BaseModel):
    username: str
    monthly_fee: float
    start_date: datetime


@app.webhooks.post("new-subscription")
def new_subscription(body: Subscription):
    """
    When a new user subscribes to your service we'll send you a POST request with this