本文介绍: FastAPI 是一个用于构建 API 的现代、快速高性能)的 web 框架使用 Python 3.6+ 并基于标准的 Python 类型提示快速:可与NodeJS和Go比肩的极高性能(归功于 Starlette 和 Pydantic)高效编码提高功能开发速度约 200% 至 300%更少 bug:减少约 40% 的人为(开发者)导致错误智能:极佳的编辑器支持。处处皆可自动补全,减少调试时间简单设计的易于使用学习阅读文档时间更短简短:使代码重复最小化。

原文:Python 高性能 web 框架 – FastApi 全面指南 – 知乎

一、简介

FastAPI 是一个用于构建 API 的现代、快速高性能)的 web 框架使用 Python 3.6+ 并基于标准的 Python 类型提示

具有如下这些优点:

二、安装

pip install fastapi

ASGI 服务器可以使用uvicorn:

pip install uvicorn[standard]

三、简单示例

创建一个 main.py 文件写入以下内容:

from typing import Optional

from fastapi import FastAPI

app = FastAPI()


@app.get("/")
def read_root():
    return {"Hello": "World"}


@app.get("/items/{item_id}")
def read_item(item_id: int, q: Optional[str] = None):
    return {"item_id": item_id, "q": q}

启动服务器

uvicorn main:app --reload

访问URL:http://127.0.0.1:8000/items/5?q=somequery,你将会看到如下 JSON 响应

{"item_id": 5, "q": "somequery"}

访问URL:http://127.0.0.1:8000/docs,你会看到自动生成交互式 API 文档,由Swagger UI 生成

访问URL:http://127.0.0.1:8000/redoc,你会看到另一个自动生成的文档(由ReDoc生成):

四、请求

使用与 Python 格式化字符串相同的语法声明路径参数“或”变量“:

from fastapi import FastAPI

app = FastAPI()


@app.get("/items/{item_id}")

async def read_item(item_id):

    return {"item_id": item_id}

路径参数item_id的值将作为参数item_id传递给你的函数声明属于路径参数的其他函数参数时,它们将被自动解释为”查询字符串”参数:

from fastapi import FastAPI

app = FastAPI()

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


@app.get("/items/")

async def read_item(skip: int = 0, limit: int = 10):

    return fake_items_db[skip : skip + limit]

查询字符串是键值对的集合,这些键值对位于 URL 的之后,并以&符号分隔

可以使用Query查询进行额外校验

from typing import Optional


from fastapi import FastAPI, Query

app = FastAPI()


@app.get("/items/")
async def read_items(q: Optional[str] = Query(None, max_length=50)):
    results = {"items": [{"item_id": "Foo"}, {"item_id": "Bar"}]}
    if q:
        results.update({"q": q})
    return results

Query如下这些字段校验

Path和Query用法一样,也能对查询字段进行校验

而且你还可以声明数值校验

from fastapi import FastAPI, Path, Query

app = FastAPI()


@app.get("/items/{item_id}")
async def read_items(
    *,
    item_id: int = Path(..., title="The ID of the item to get", ge=0, le=1000),
    q: str,

    size: float = Query(..., gt=0, lt=10.5)

):
    results = {"item_id": item_id}
    if q:
        results.update({"q": q})
    return results
  • gt大于
  • ge:大于等于
  • lt:小于
  • le:小于等于

类似的还有Cookie

from typing import Optional


from fastapi import Cookie, FastAPI


app = FastAPI()


@app.get("/items/")
async def read_items(ads_id: Optional[str] = Cookie(None)):
    return {"ads_id": ads_id}

以及Header

from typing import Optional


from fastapi import FastAPI, Header


app = FastAPI()


@app.get("/items/")
async def read_items(user_agent: Optional[str] = Header(None)):
    return {"User-Agent": user_agent}

可以路径设置tags标签进行分组

from typing import Optional, Set

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Item(BaseModel):
    name: str
    description: Optional[str] = None
    price: float
    tax: Optional[float] = None
    tags: Set[str] = []



@app.post("/items/", response_model=Item, tags=["items"])

async def create_item(item: Item):
    return item



@app.get("/items/", tags=["items"])

async def read_items():
    return [{"name": "Foo", "price": 42}]



@app.get("/users/", tags=["users"])

async def read_users():
    return [{"username": "johndoe"}] 

还可以设置summary 和 description:

from typing import Optional, Set

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Item(BaseModel):
    name: str
    description: Optional[str] = None
    price: float
    tax: Optional[float] = None
    tags: Set[str] = []


@app.post(
    "/items/",
    response_model=Item,

    summary="Create an item",

    description="Create an item with all the information, name, description, price, tax and a set of unique tags",

)
async def create_item(item: Item):
    return item

多行注释

from typing import Optional, Set

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Item(BaseModel):
    name: str
    description: Optional[str] = None
    price: float
    tax: Optional[float] = None
    tags: Set[str] = []


@app.post("/items/", response_model=Item, summary="Create an item")
async def create_item(item: Item):

    """

    Create an item with all the information:



    - **name**: each item must have a name

    - **description**: a long description

    - **price**: required

    - **tax**: if the item doesn't have tax, you can omit this

    - **tags**: a set of unique tag strings for this item

    """

    return item

废弃路由

from fastapi import FastAPI

app = FastAPI()


@app.get("/items/", tags=["items"])
async def read_items():
    return [{"name": "Foo", "price": 42}]


@app.get("/users/", tags=["users"])
async def read_users():
    return [{"username": "johndoe"}]



@app.get("/elements/", tags=["items"], deprecated=True)

async def read_elements():
    return [{"item_id": "Foo"}]

五、响应

使用response_model参数来声明用于响应的模型

from typing import List, Optional

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Item(BaseModel):
    name: str
    description: Optional[str] = None
    price: float
    tax: Optional[float] = None
    tags: List[str] = []



@app.post("/items/", response_model=Item)

async def create_item(item: Item):
    return item

status_code参数来声明用于响应的 HTTP 状态码:

from fastapi import FastAPI

app = FastAPI()



@app.post("/items/", status_code=201)

async def create_item(name: str):
    return {"name": name}

表单字段时,要使用Form

from fastapi import FastAPI, Form


app = FastAPI()


@app.post("/login/")
async def login(username: str = Form(...), password: str = Form(...)):
    return {"username": username} 

File用于定义客户端上传文件接收上传文件,要预先安装python-multipart):

from fastapi import FastAPI, File, UploadFile


app = FastAPI()


@app.post("/files/")
async def create_file(file: bytes = File(...)):
    return {"file_size": len(file)}


@app.post("/uploadfile/")
async def create_upload_file(file: UploadFile = File(...)):
    return {"filename": file.filename}

客户端返回 HTTP 错误响应,可以使用HTTPException

from fastapi import FastAPI, HTTPException


app = FastAPI()

items = {"foo": "The Foo Wrestlers"}


@app.get("/items/{item_id}")
async def read_item(item_id: str):
    if item_id not in items:
        raise HTTPException(status_code=404, detail="Item not found")
    return {"item": items[item_id]}

使用response_description设置响应描述

from typing import Optional, Set

from fastapi import FastAPI
from pydantic import BaseModel

app = FastAPI()


class Item(BaseModel):
    name: str
    description: Optional[str] = None
    price: float
    tax: Optional[float] = None
    tags: Set[str] = []


@app.post(
    "/items/",
    response_model=Item,
    summary="Create an item",

    response_description="The created item",

)
async def create_item(item: Item):
    """
    Create an item with all the information:

    - **name**: each item must have a name
    - **description**: a long description
    - **price**: required
    - **tax**: if the item doesn't have tax, you can omit this
    - **tags**: a set of unique tag strings for this item
    """
    return item

六、JSON兼容

在某些情况下,你可能需要数据例如Pydantic模型转换成JSON形式,例如存储数据库中,这时候你就需要用到jsonable_encoder()方法

from datetime import datetime
from typing import Optional

from fastapi import FastAPI

from fastapi.encoders import jsonable_encoder

from pydantic import BaseModel

fake_db = {}


class Item(BaseModel):
    title: str
    timestamp: datetime
    description: Optional[str] = None


app = FastAPI()


@app.put("/items/{id}")
def update_item(id: str, item: Item):

    json_compatible_item_data = jsonable_encoder(item)

    fake_db[id] = json_compatible_item_data 

七、依赖注入

FastAPI 提供了简单易用,但功能强大的依赖注入系统,可以让开发人员轻松地把组件集成FastAPI

什么是「依赖注入」?

依赖注入是一种消除类之间依赖关系设计模式。把有依赖关系的类放到容器中,解析出这些类的实例,就是依赖注入。目的是实现类的解耦。

示例

from typing import Optional

from fastapi import Depends, FastAPI

app = FastAPI()



async def common_parameters(q: Optional[str] = None, skip: int = 0, limit: int = 100):

    return {"q": q, "skip": skip, "limit": limit}



@app.get("/items/")
async def read_items(commons: dict = Depends(common_parameters)):
    return commons


@app.get("/users/")
async def read_users(commons: dict = Depends(common_parameters)):
    return commons

本例中的依赖项预期接收如下参数:

然后,依赖项函数返回包含这些值的 dict

使用Class作为依赖:

from typing import Optional

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: Optional[str] = None, skip: int = 0, limit: int = 100):
        self.q = q
        self.skip = skip
        self.limit = limit


@app.get("/items/")

async def read_items(commons: CommonQueryParams = Depends(CommonQueryParams)):

    response = {}
    if commons.q:
        response.update({"q": commons.q})
    items = fake_items_db[commons.skip : commons.skip + commons.limit]
    response.update({"items": items})
    return response

使用嵌套子依赖:

from typing import Optional

from fastapi import Cookie, Depends, FastAPI

app = FastAPI()


def query_extractor(q: Optional[str] = None):
    return q


def query_or_cookie_extractor(
    q: str = Depends(query_extractor), last_query: Optional[str] = Cookie(None)
):
    if not q:
        return last_query
    return q


@app.get("/items/")

async def read_query(query_or_default: str = Depends(query_or_cookie_extractor)):

    return {"q_or_cookie": query_or_default}

路径中使用依赖:

from fastapi import Depends, FastAPI, Header, HTTPException

app = FastAPI()


async def verify_token(x_token: str = Header(...)):
    if x_token != "fake-super-secret-token":
        raise HTTPException(status_code=400, detail="X-Token header invalid")


async def verify_key(x_key: str = Header(...)):
    if x_key != "fake-super-secret-key":
        raise HTTPException(status_code=400, detail="X-Key header invalid")
    return x_key



@app.get("/items/", dependencies=[Depends(verify_token), Depends(verify_key)])

async def read_items():
    return [{"item": "Foo"}, {"item": "Bar"}]

全局依赖项,可以为所有路径操作应用该依赖项:

from fastapi import Depends, FastAPI, Header, HTTPException


async def verify_token(x_token: str = Header(...)):
    if x_token != "fake-super-secret-token":
        raise HTTPException(status_code=400, detail="X-Token header invalid")


async def verify_key(x_key: str = Header(...)):
    if x_key != "fake-super-secret-key":
        raise HTTPException(status_code=400, detail="X-Key header invalid")
    return x_key



app = FastAPI(dependencies=[Depends(verify_token), Depends(verify_key)])



@app.get("/items/")
async def read_items():
    return [{"item": "Portal Gun"}, {"item": "Plumbus"}]


@app.get("/users/")
async def read_users():
    return [{"username": "Rick"}, {"username": "Morty"}]

八、安全

在许多框架和系统中,仅处理安全性身份认证就会花费大量的精力和代码(在许多情况下,可能编写的所有代码的 50% 或更多)。

FastAPI 提供了多种工具,可帮助你以标准方式轻松、快速处理安全性,而无需研究学习所有的安全规范

JWT 表示 「JSON Web Tokens」。

它是一个将 JSON 对象编码为密集且没有空格的长字符串的标准字符串看起来像这样:

eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c

它没有被加密,因此任何人都可以从字符内容还原数据

但它经过了签名。因此,当你收到一个由你发出的令牌时,可以校验令牌是否真的由你发出。

通过这种方式,你可以创建一个有效期为 1 周的令牌。然后用户第二天使用令牌重新访问时,你知道用户仍然处于登入状态

一周后令牌将会过期用户将不会通过认证,必须再次登录才能获得一个新令牌。而且如果用户(或第三方)试图修改令牌以篡改过期时间,你将因为签名匹配而能够发觉。

OAuth2

OAuth2是一个规范,它定义几种处理身份认证和授权方法

它是一个相当广泛的规范,涵盖了一些复杂的使用场景

它包括了使用「第三方」进行身份认证的方法

这就是所有带有「使用 Facebook,Google,Twitter,GitHub 登录」的系统背后所使用的机制

下面演示如何使用OAuth2 和 JWT进行用户验证

from datetime import datetime, timedelta
from typing import Optional

from fastapi import Depends, FastAPI, HTTPException, status
from fastapi.security import OAuth2PasswordBearer, OAuth2PasswordRequestForm
from jose import JWTError, jwt

from passlib.context import CryptContext

from pydantic import BaseModel

# to get a string like this run:
# openssl rand -hex 32
SECRET_KEY = "09d25e094faa6ca2556c818166b7a9563b93f7099f6f0f4caa6cf63b88e8d3e7"
ALGORITHM = "HS256"
ACCESS_TOKEN_EXPIRE_MINUTES = 30


fake_users_db = {
    "johndoe": {
        "username": "johndoe",
        "full_name": "John Doe",
        "email": "johndoe@example.com",
        "hashed_password": "$2b$12$EixZaYVK1fsbw1ZfbX3OXePaWxn96p36WQoeG6Lruj3vjPGga31lW",
        "disabled": False,
    }
}


class Token(BaseModel):
    access_token: str
    token_type: str


class TokenData(BaseModel):
    username: Optional[str] = None


class User(BaseModel):
    username: str
    email: Optional[str] = None
    full_name: Optional[str] = None
    disabled: Optional[bool] = None


class UserInDB(User):
    hashed_password: str



pwd_context = CryptContext(schemes=["bcrypt"], deprecated="auto")


oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token")

app = FastAPI()



def verify_password(plain_password, hashed_password):

    return pwd_context.verify(plain_password, hashed_password)




def get_password_hash(password):
    return pwd_context.hash(password)



def get_user(db, username: str):
    if username in db:
        user_dict = db[username]
        return UserInDB(**user_dict)



def authenticate_user(fake_db, username: str, password: str):
    user = get_user(fake_db, username)

    if not user:

        return False

    if not verify_password(password, user.hashed_password):

        return False

    return user



def create_access_token(data: dict, expires_delta: Optional[timedelta] = None):
    to_encode = data.copy()
    if expires_delta:
        expire = datetime.utcnow() + expires_delta
    else:
        expire = datetime.utcnow() + timedelta(minutes=15)
    to_encode.update({"exp": expire})
    encoded_jwt = jwt.encode(to_encode, SECRET_KEY, algorithm=ALGORITHM)
    return encoded_jwt


async def get_current_user(token: str = Depends(oauth2_scheme)):
    credentials_exception = HTTPException(
        status_code=status.HTTP_401_UNAUTHORIZED,
        detail="Could not validate credentials",
        headers={"WWW-Authenticate": "Bearer"},
    )
    try:
        payload = jwt.decode(token, SECRET_KEY, algorithms=[ALGORITHM])
        username: str = payload.get("sub")
        if username is None:
            raise credentials_exception
        token_data = TokenData(username=username)
    except JWTError:
        raise credentials_exception
    user = get_user(fake_users_db, username=token_data.username)
    if user is None:
        raise credentials_exception
    return user


async def get_current_active_user(current_user: User = Depends(get_current_user)):
    if current_user.disabled:
        raise HTTPException(status_code=400, detail="Inactive user")
    return current_user


@app.post("/token", response_model=Token)
async def login_for_access_token(form_data: OAuth2PasswordRequestForm = Depends()):
    user = authenticate_user(fake_users_db, form_data.username, form_data.password)
    if not user:
        raise HTTPException(
            status_code=status.HTTP_401_UNAUTHORIZED,
            detail="Incorrect username or password",
            headers={"WWW-Authenticate": "Bearer"},
        )
    access_token_expires = timedelta(minutes=ACCESS_TOKEN_EXPIRE_MINUTES)
    access_token = create_access_token(
        data={"sub": user.username}, expires_delta=access_token_expires
    )
    return {"access_token": access_token, "token_type": "bearer"}


@app.get("/users/me/", response_model=User)
async def read_users_me(current_user: User = Depends(get_current_active_user)):
    return current_user


@app.get("/users/me/items/")
async def read_own_items(current_user: User = Depends(get_current_active_user)):
    return [{"item_id": "Foo", "owner": current_user.username}]

九、中间件

中间件“是一个函数,它在每个请求被特定的路径操作处理之前,以及在每个响应返回之前工作

创建中间件你可以在函数顶部使用装饰器 @app.middleware("http").

中间件参数接收如下参数:

import time

from fastapi import FastAPI, Request

app = FastAPI()



@app.middleware("http")

async def add_process_time_header(request: Request, call_next):

    start_time = time.time()

    response = await call_next(request)

    process_time = time.time() - start_time
    response.headers["X-Process-Time"] = str(process_time)

    return response

十、跨域设置

你可以在FastAPI应用中使用CORSMiddleware配置跨域

from fastapi import FastAPI

from fastapi.middleware.cors import CORSMiddleware


app = FastAPI()


origins = [
    "http://localhost.tiangolo.com",
    "https://localhost.tiangolo.com",
    "http://localhost",
    "http://localhost:8080",

]



app.add_middleware(
    CORSMiddleware,
    allow_origins=origins,
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],

)



@app.get("/")
async def main():
    return {"message": "Hello World"}

支持以下参数:

十一、APIRouter

使用APIRouter同样也能对路由进行操作

from fastapi import APIRouter

router = APIRouter()



@router.get("/users/", tags=["users"])

async def read_users():
    return [{"username": "Rick"}, {"username": "Morty"}]



@router.get("/users/me", tags=["users"])

async def read_user_me():
    return {"username": "fakecurrentuser"}



@router.get("/users/{username}", tags=["users"])

async def read_user(username: str):
    return {"username": username}

为所有路径进行同样的操作

from fastapi import APIRouter, Depends, HTTPException

from ..dependencies import get_token_header


router = APIRouter(
    prefix="/items",
    tags=["items"],
    dependencies=[Depends(get_token_header)],
    responses={404: {"description": "Not found"}},
)



fake_items_db = {"plumbus": {"name": "Plumbus"}, "gun": {"name": "Portal Gun"}}



@router.get("/")

async def read_items():
    return fake_items_db



@router.get("/{item_id}")

async def read_item(item_id: str):
    if item_id not in fake_items_db:
        raise HTTPException(status_code=404, detail="Item not found")
    return {"name": fake_items_db[item_id]["name"], "item_id": item_id}


@router.put(
    "/{item_id}",
    tags=["custom"],
    responses={403: {"description": "Operation forbidden"}},
)
async def update_item(item_id: str):
    if item_id != "plumbus":
        raise HTTPException(
            status_code=403, detail="You can only update the item: plumbus"
        )
    return {"item_id": item_id, "name": "The great Plumbus"}

示例,就为所有的路径添加前缀标签、依赖和返回,而不用在每个路径上单独声明,简化代码

十二、Background Tasks

background tasks 就是在返回响应之后立即运行任务

from fastapi import BackgroundTasks, FastAPI


app = FastAPI()


def write_notification(email: str, message=""):
    with open("log.txt", mode="w") as email_file:
        content = f"notification for {email}: {message}"
        email_file.write(content)


@app.post("/send-notification/{email}")
async def send_notification(email: str, background_tasks: BackgroundTasks):
    background_tasks.add_task(write_notification, email, message="some notification")
    return {"message": "Notification sent in the background"}

十三、静态文件

首先需要安装aiofiles

pip install aiofiles 

使用:

from fastapi import FastAPI

from fastapi.staticfiles import StaticFiles


app = FastAPI()


app.mount("/static", StaticFiles(directory="static"), name="static")

十四、子应用

如果你有2个独立的FastAPI的应用,你可以设置一个为主应用,另外一个为子应用:

from fastapi import FastAPI


app = FastAPI()




@app.get("/app")

def read_main():
    return {"message": "Hello World from main app"}



subapi = FastAPI()


@subapi.get("/sub")
def read_sub():
    return {"message": "Hello World from sub API"}


app.mount("/subapi", subapi)

十五、代理

可以使用root_path来设置代理

使用命令行

uvicorn main:app --root-path /api/v1 

或者在代码中设置:

from fastapi import FastAPI, Request


app = FastAPI(root_path="/api/v1")



@app.get("/app")
def read_main(request: Request):
    return {"message": "Hello World", "root_path": request.scope.get("root_path")}

十六、使用模板

你可以在FastAPI中使用任何模板,常用的选择是Jinja2。

pip install jinja2

使用:

from fastapi import FastAPI, Request
from fastapi.responses import HTMLResponse
from fastapi.staticfiles import StaticFiles

from fastapi.templating import Jinja2Templates


app = FastAPI()

app.mount("/static", StaticFiles(directory="static"), name="static")



templates = Jinja2Templates(directory="templates")



@app.get("/items/{id}", response_class=HTMLResponse)

async def read_item(request: Request, id: str):
    return templates.TemplateResponse("item.html", {"request": request, "id": id})

模板文件templates/item.html

<html>
<head>
    <title>Item Details</title>
    <link href="{{ url_for('static', path='/styles.css') }}" rel="stylesheet">
</head>
<body>

    <h1>Item ID: {{ id }}</h1>

</body>
</html>

十七:WebSockets

from fastapi import FastAPI, WebSocket

from fastapi.responses import HTMLResponse

app = FastAPI()

html = """
<!DOCTYPE html>
<html>
    <head>
        <title>Chat</title>
    </head>
    <body>
        <h1>WebSocket Chat</h1>
        <form action="" onsubmit="sendMessage(event)">
            <input type="text" id="messageText" autocomplete="off"/>
            <button>Send</button>
        </form>
        <ul id='messages'>
        </ul>
        <script>
            var ws = new WebSocket("ws://localhost:8000/ws");
            ws.onmessage = function(event) {
                var messages = document.getElementById('messages')
                var message = document.createElement('li')
                var content = document.createTextNode(event.data)
                message.appendChild(content)
                messages.appendChild(message)
            };
            function sendMessage(event) {
                var input = document.getElementById("messageText")
                ws.send(input.value)
                input.value = ''
                event.preventDefault()
            }
        </script>
    </body>
</html>
"""


@app.get("/")
async def get():
    return HTMLResponse(html)



@app.websocket("/ws")

async def websocket_endpoint(websocket: WebSocket):
    await websocket.accept()
    while True:
        data = await websocket.receive_text()
        await websocket.send_text(f"Message text was: {data}")

十八、startup – shutdown事件

你可以设置应用的启动关闭事件回调函数

from fastapi import FastAPI

app = FastAPI()

items = {}

@app.on_event("shutdown")
def shutdown_event():
    with open("log.txt", mode="a") as log:
        log.write("Application shutdown")


@app.on_event("startup")
async def startup_event():
    items["foo"] = {"name": "Fighters"}
    items["bar"] = {"name": "Tenders"}


@app.get("/items/{item_id}")
async def read_items(item_id: str):
    return items[item_id]

原文地址:https://blog.csdn.net/javastart/article/details/134731099

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