fastapi 操作数据库
1. Installation
pip install fastapi
pip install uvicorn
pip install sqlalchemy
2. File Structur
其中:
- crud.py 完成对数据库的CRUD操作
- database.py 关于数据库相关配置
- main.py fastapi路由部分
- models.py 定义表结构
- schemas.py 定义pydantic models信息,也就是schemas
- init.py
3. Details
3.1 database.py
首先需要定义数据库部分,作为demo,使用sqlite作为我们的数据库。这部分都是常规配置操作。
from sqlalchemy import create_engine from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import sessionmaker SQLALCHEMY_DATABASE_URL = "sqlite:///./test.db" engine = create_engine( SQLALCHEMY_DATABASE_URL, connect_args={"check_same_thread": False} ) SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) Base = declarative_base()
3.2 models.py
第二步需要定义我们的表结构,这里定义了User表存储用户数据,item表用于存储物品数据,两者关系是一对多。
from sqlalchemy import Boolean, Column, ForeignKey, Integer, String from sqlalchemy.orm import relationship from .database import Base class User(Base): __tablename__ = "users" id = Column(Integer, primary_key=True, index=True) email = Column(String, unique=True, index=True) hashed_password = Column(String) is_active = Column(Boolean, default=True) items = relationship("Item", back_populates="owner") def to_dict(self): return {c.name: getattr(self, c.name) for c in self.__table__.columns} class Item(Base): __tablename__ = "items" id = Column(Integer, primary_key=True, index=True) title = Column(String, index=True) description = Column(String, index=True) owner_id = Column(Integer, ForeignKey("users.id")) owner = relationship("User", back_populates="items") def to_dict(self): return {c.name: getattr(self, c.name) for c in self.__table__.columns}
3.3 schemas.py
第三步需要定义fastapi中schemas信息,后续路由、CRUD时都需要使用。由于增删改查需要不同的schema,所以官网的最佳实践一般都是通过继承解决。
from typing import List from pydantic import BaseModel class ItemBase(BaseModel): title: str description: str = None class ItemCreate(ItemBase): pass class ItemUpdate(ItemBase): pass class Item(ItemBase): id: int owner_id: int class Config: orm_mode = True class UserBase(BaseModel): email: str class UserCreate(UserBase): password: str class UserUpdate(UserBase): is_active: bool class User(UserBase): id: int is_active: bool items: List[Item] = [] class Config: orm_mode = True
3.4 crud.py
接下来就是实际完成CRUD,官网上没有对update、delete做实例展示,这里补充一下。
from sqlalchemy.orm import Session from . import models, schemas def get_user(db: Session, user_id: int): return db.query(models.User).filter(models.User.id == user_id).first() def get_user_by_email(db: Session, email: str): return db.query(models.User).filter(models.User.email == email).first() def get_users(db: Session, skip: int = 0, limit: int = 100): return db.query(models.User).offset(skip).limit(limit).all() def create_user(db: Session, user: schemas.UserCreate): fake_hashed_password = user.password + "notreallyhashed" db_user = models.User(email=user.email, hashed_password=fake_hashed_password) db.add(db_user) db.commit() db.refresh(db_user) return db_user def update_user(db: Session, user_id: int, update_user: schemas.UserUpdate): db_user = db.query(models.User).filter(models.User.id == user_id).first() if db_user: update_dict = update_user.dict(exclude_unset=True) for k, v in update_dict.items(): setattr(db_user, k, v) db.commit() db.flush() db.refresh(db_user) return db_user def delete_user(db: Session, user_id: int): db_user = db.query(models.User).filter(models.User.id == user_id).first() if db_user: db.delete(db_user) db.commit() db.flush() return db_user def get_items(db: Session, skip: int = 0, limit: int = 100): return db.query(models.Item).offset(skip).limit(limit).all() def create_user_item(db: Session, item: schemas.ItemCreate, user_id: int): db_item = models.Item(**item.dict(), owner_id=user_id) db.add(db_item) db.commit() db.refresh(db_item) return db_item def relate_user_item(db: Session, user_id: int, item_id: int): db_item = db.query(models.Item).filter(models.Item.id == item_id).first() if db_item: db_item.owner_id = user_id db.commit() db.flush() return db.query(models.User).filter(models.User.id == user_id).first() def update_item(db: Session, item_id: int, update_item: schemas.ItemUpdate): db_item = db.query(models.Item).filter(models.Item.id == item_id).first() if db_item: update_dict = update_item.dict(exclude_unset=True) for k, v in update_dict.items(): setattr(db_item, k, v) db.commit() db.flush() db.refresh(db_item) return db_item def delete_item(db: Session, item_id: int): db_item = db.query(models.Item).filter(models.Item.id == item_id).first() if db_item: db.delete(db_item) db.commit() db.flush() return db_item
3.5 main.py
最后完成路由的配置,基本都是按照官网上来的,只是稍微补充了一些删和改的内容,为了让这个demo更加完善。
from typing import List from fastapi import Depends, FastAPI, HTTPException from sqlalchemy.orm import Session from . import crud, models, schemas from .database import SessionLocal, engine models.Base.metadata.create_all(bind=engine) app = FastAPI() # Dependency def get_db(): try: db = SessionLocal() yield db finally: db.close() @app.post("/users/", response_model=schemas.User) def create_user(user: schemas.UserCreate, db: Session = Depends(get_db)): db_user = crud.get_user_by_email(db, email=user.email) if db_user: raise HTTPException(status_code=400, detail="Email already registered") return crud.create_user(db=db, user=user) @app.get("/users/", response_model=List[schemas.User]) def read_users(skip: int = 0, limit: int = 100, db: Session = Depends(get_db)): users = crud.get_users(db, skip=skip, limit=limit) return users @app.get("/users/{user_id}", response_model=schemas.User) def read_user(user_id: int, db: Session = Depends(get_db)): db_user = crud.get_user(db, user_id=user_id) if db_user is None: raise HTTPException(status_code=404, detail="User not found") return db_user @app.delete('/users/{user_id}', response_model=schemas.User) def delete_user(user_id: int, db: Session = Depends(get_db)): db_user = crud.delete_user(db, user_id=user_id) if db_user is None: raise HTTPException(status_code=404, detail="User not found") return db_user @app.put("/users/{user_id}", response_model=schemas.User) def update_user(user_id: int, update_user: schemas.UserUpdate, db: Session = Depends(get_db)): updated_user = crud.update_user(db, user_id, update_user) if updated_user is None: raise HTTPException(status_code=404, detail="User not found") return updated_user @app.post("/users/{user_id}/items/", response_model=schemas.Item) def create_item_for_user( user_id: int, item: schemas.ItemCreate, db: Session = Depends(get_db) ): return crud.create_user_item(db=db, item=item, user_id=user_id) @app.get("/items/", response_model=List[schemas.Item]) def read_items(skip: int = 0, limit: int = 100, db: Session = Depends(get_db)): items = crud.get_items(db, skip=skip, limit=limit) return items @app.put("/items/{user_id}/{item_id}/", response_model=schemas.User) def relate_user_item(user_id: int, item_id: int, db: Session = Depends(get_db)): user = crud.relate_user_item(db=db, item_id=item_id, user_id=user_id) return user @app.put("/items/{item_id}", response_model=schemas.Item) def update_item(item_id: int, update_item: schemas.ItemUpdate, db: Session = Depends(get_db)): updated_item = crud.update_item(db, item_id, update_item) if updated_item is None: raise HTTPException(status_code=404, detail="Item not found") return updated_item @app.delete('/items/{item_id}', response_model=schemas.Item) def delete_item(item_id: int, db: Session = Depends(get_db)): db_item = crud.delete_item(db, item_id=item_id) if db_item is None: raise HTTPException(status_code=404, detail="User not found") return db_item
4. Tests
在文件路径下执行,--reload当代码有修改时,可以自动加载。
uvicorn sql_app.main:app --reload
可以通过postman发送请求做测试
最后fastapi还可以自动生成文档,可以访问http://127.0.0.1:8000/docs
详细 https://blog.csdn.net/lilygg/article/details/110851138
fastapi 中文文档: https://www.w3cschool.cn/fastapi/fastapi-lgip3ld3.html
fastapi使用文档:https://www.cnblogs.com/mazhiyong/category/1751993.html?page=3
每天逼着自己写点东西,终有一天会为自己的变化感动的。这是一个潜移默化的过程,每天坚持编编故事,自己不知不觉就会拥有故事人物的特质的。 Explicit is better than implicit.(清楚优于含糊)
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