Setup
Minimal App
from fastapi import FastAPI app = FastAPI() @app.get("/") async def root(): return {"message": "Hello, World!"}
Run the App
pip install "fastapi[standard]" fastapi dev main.py # dev with auto-reload fastapi run main.py # production
Key Features
Async nativeasync/await with ASGI (Uvicorn)
Auto docsSwagger UI at /docs, ReDoc at /redoc
Type validationPydantic models for request/response
OpenAPIAuto-generated OpenAPI schema
Dependency injectionBuilt-in DI system
Path Operations
HTTP Methods
@app.get("/items") @app.post("/items") @app.put("/items/{item_id}") @app.patch("/items/{item_id}") @app.delete("/items/{item_id}")
Path Parameters
@app.get("/users/{user_id}") async def get_user(user_id: int): return {"user_id": user_id} # Enum constraint from enum import Enum class Color(str, Enum): red = "red" blue = "blue"
Status Codes & Tags
from fastapi import status @app.post("/items", status_code=status.HTTP_201_CREATED, tags=["items"]) async def create_item(item: Item): return item
Request Body
Pydantic Models
from pydantic import BaseModel, Field class Item(BaseModel): name: str price: float = Field(gt=0, description="Must be positive") tags: list[str] = []
Nested Models
class Address(BaseModel): street: str city: str zip_code: str class User(BaseModel): name: str address: Address
Use in Endpoint
@app.post("/items") async def create_item(item: Item): return {"name": item.name, "price": item.price}
Validation Features
Field(gt=0)Greater than 0
Field(min_length=1)Minimum string length
Field(max_length=100)Maximum string length
Field(pattern='^[a-z]+$')Regex pattern match
Field(default=None)Optional with default
EmailStrEmail validation (pydantic[email])
Query Parameters
Basic Query Params
@app.get("/items") async def list_items(skip: int = 0, limit: int = 10): return items[skip : skip + limit] # GET /items?skip=0&limit=20
Query Validation
from fastapi import Query @app.get("/search") async def search( q: str = Query(min_length=3, max_length=50), page: int = Query(default=1, ge=1), ): return {"q": q, "page": page}
Optional & Required
async def read_items( q: str | None = None, # optional name: str = ..., # required (Ellipsis) tags: list[str] = Query(default=[]), ): return {"q": q, "name": name}
Headers & Cookies
from fastapi import Header, Cookie async def read( user_agent: str | None = Header(default=None), session_id: str | None = Cookie(default=None), ): return {"ua": user_agent}
Response Models
Response Model
class ItemOut(BaseModel): name: str price: float @app.get("/items/{id}", response_model=ItemOut) async def get_item(id: int): return items[id] # filters out extra fields
Multiple Response Types
from fastapi.responses import JSONResponse, HTMLResponse @app.get("/html", response_class=HTMLResponse) async def get_html(): return "

Hello

"
Response Model Options
response_modelPydantic model for output filtering
response_model_exclude_unsetOmit fields not explicitly set
response_model_includeWhitelist specific fields
response_model_excludeBlacklist specific fields
Error Responses
from fastapi import HTTPException @app.get("/items/{id}") async def get_item(id: int): if id not in items: raise HTTPException(status_code=404, detail="Not found") return items[id]
Dependencies
Function Dependency
from fastapi import Depends async def get_db(): db = SessionLocal() try: yield db finally: db.close()
Use in Endpoint
@app.get("/users") async def list_users(db: Session = Depends(get_db)): return db.query(User).all()
Class-Based Dependencies
class Pagination: def __init__(self, skip: int = 0, limit: int = 10): self.skip = skip self.limit = limit @app.get("/items") async def list_items(pg: Pagination = Depends()): return items[pg.skip : pg.skip + pg.limit]
Dependency Scopes
Depends(func)Per-endpoint dependency
app = FastAPI(dependencies=[...])Global dependency for all routes
APIRouter(dependencies=[...])Router-level dependency
yieldSetup/teardown (DB sessions, locks)
Authentication
OAuth2 Password Bearer
from fastapi.security import OAuth2PasswordBearer oauth2_scheme = OAuth2PasswordBearer(tokenUrl="token") @app.get("/users/me") async def read_me(token: str = Depends(oauth2_scheme)): user = decode_token(token) return user
JWT Token Flow
from jose import jwt SECRET = "your-secret-key" def create_token(data: dict): return jwt.encode(data, SECRET, algorithm="HS256") def decode_token(token: str): return jwt.decode(token, SECRET, algorithms=["HS256"])
Token Endpoint
from fastapi.security import OAuth2PasswordRequestForm @app.post("/token") async def login(form: OAuth2PasswordRequestForm = Depends()): user = authenticate(form.username, form.password) if not user: raise HTTPException(status_code=401) return {"access_token": create_token({"sub": user.id})}
Security Schemes
OAuth2PasswordBearerBearer token via form login
HTTPBasicBasic username/password auth
APIKeyHeaderAPI key in header
APIKeyCookieAPI key in cookie
Background Tasks
Simple Background Task
from fastapi import BackgroundTasks def send_email(to: str, body: str): # slow operation runs after response email_client.send(to, body) @app.post("/notify") async def notify(bg: BackgroundTasks): bg.add_task(send_email, "user@example.com", "Hello!") return {"status": "queued"}
Dependency with Background
async def log_request(bg: BackgroundTasks): bg.add_task(write_log, "request received") @app.get("/items", dependencies=[Depends(log_request)]) async def list_items(): return items
Background vs Workers
BackgroundTasksLight tasks after response (emails, logs)
Celery / ARQHeavy tasks needing separate workers
asyncio.create_taskFire-and-forget async coroutines
Middleware
Custom Middleware
import time from starlette.middleware.base import BaseHTTPMiddleware class TimingMiddleware(BaseHTTPMiddleware): async def dispatch(self, request, call_next): start = time.time() response = await call_next(request) duration = time.time() - start response.headers["X-Process-Time"] = str(duration) return response
Add Middleware
app.add_middleware(TimingMiddleware)
CORS
from fastapi.middleware.cors import CORSMiddleware app.add_middleware( CORSMiddleware, allow_origins=["https://example.com"], allow_methods=["*"], allow_headers=["*"], )
Built-in Middleware
CORSMiddlewareCross-origin resource sharing
TrustedHostMiddlewareRestrict allowed hostnames
GZipMiddlewareGzip response compression
HTTPSRedirectMiddlewareRedirect HTTP to HTTPS
Testing
Test Client
from fastapi.testclient import TestClient client = TestClient(app) def test_read_root(): resp = client.get("/") assert resp.status_code == 200 assert resp.json() == {"message": "Hello, World!"}
Test POST
def test_create_item(): resp = client.post("/items", json={ "name": "Widget", "price": 9.99, }) assert resp.status_code == 201 assert resp.json()["name"] == "Widget"
Override Dependencies
async def mock_db(): return FakeDB() app.dependency_overrides[get_db] = mock_db def test_with_mock_db(): resp = client.get("/users") assert resp.status_code == 200
Async Testing
import pytest from httpx import AsyncClient, ASGITransport @pytest.mark.anyio async def test_async(): transport = ASGITransport(app=app) async with AsyncClient(transport=transport) as ac: resp = await ac.get("/") assert resp.status_code == 200