SQLAlchemy\u662fPython\u4e2d\u6700\u6d41\u884c\u7684ORM（\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04）\u6846\u67b6\u4e4b\u4e00，\u5b83\u63d0\u4f9b\u4e86\u9ad8\u6548\u4e14\u7075\u6d3b\u7684\u6570\u636e\u5e93\u64cd\u4f5c\u65b9\u5f0f\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528SQLAlchemy ORM\u8fdb\u884c\u6570\u636e\u5e93\u64cd\u4f5c\u3002<\/p>\n
\u5b89\u88c5SQLAlchemy<\/p>\n<\/li>\n
\u6838\u5fc3\u6982\u5ff5<\/p>\n<\/li>\n
\u8fde\u63a5\u6570\u636e\u5e93<\/p>\n<\/li>\n
\u5b9a\u4e49\u6570\u636e\u6a21\u578b<\/p>\n<\/li>\n
\u521b\u5efa\u6570\u636e\u5e93\u8868<\/p>\n<\/li>\n
\u57fa\u672cCRUD\u64cd\u4f5c<\/p>\n<\/li>\n
\u67e5\u8be2\u6570\u636e<\/p>\n<\/li>\n
\u5173\u7cfb\u64cd\u4f5c<\/p>\n<\/li>\n
\u4e8b\u52a1\u7ba1\u7406<\/p>\n<\/li>\n
\u6700\u4f73\u5b9e\u8df5<\/p>\n<\/li>\n
bash<\/p>\n
pip install sqlalchemy <\/p>\n
\u5982\u679c\u9700\u8981\u8fde\u63a5\u7279\u5b9a\u6570\u636e\u5e93，\u8fd8\u9700\u5b89\u88c5\u76f8\u5e94\u7684\u9a71\u52a8\u7a0b\u5e8f：<\/p>\n
bash<\/p>\n
# PostgreSQL
\npip install psycopg2-binary<\/p>\n
# MySQL
\npip install mysql-connector-python<\/p>\n
# SQLite (Python\u6807\u51c6\u5e93\u5df2\u5305\u542b，\u65e0\u9700\u989d\u5916\u5b89\u88c5) <\/p>\n
Engine：\u6570\u636e\u5e93\u8fde\u63a5\u7684\u5f15\u64ce，\u8d1f\u8d23\u4e0e\u6570\u636e\u5e93\u901a\u4fe1<\/p>\n<\/li>\n
Session：\u6570\u636e\u5e93\u4f1a\u8bdd，\u7ba1\u7406\u6240\u6709\u6301\u4e45\u5316\u64cd\u4f5c<\/p>\n<\/li>\n
Model：\u6570\u636e\u6a21\u578b\u7c7b，\u5bf9\u5e94\u6570\u636e\u5e93\u4e2d\u7684\u8868<\/p>\n<\/li>\n
Query：\u67e5\u8be2\u5bf9\u8c61，\u7528\u4e8e\u6784\u5efa\u548c\u6267\u884c\u6570\u636e\u5e93\u67e5\u8be2<\/p>\n<\/li>\n<\/ul>\n
python<\/p>\n
from sqlalchemy import create_engine
\nfrom sqlalchemy.orm import sessionmaker<\/p>\n
# \u521b\u5efa\u6570\u636e\u5e93\u8fde\u63a5\u5f15\u64ce
\n# SQLite\u793a\u4f8b
\nengine = create_engine('sqlite:\/\/\/example.db', echo=True)<\/p>\n
# PostgreSQL\u793a\u4f8b
\n# engine = create_engine('postgresql:\/\/username:password@localhost:5432\/mydatabase')<\/p>\n
# MySQL\u793a\u4f8b
\n# engine = create_engine('mysql+mysqlconnector:\/\/username:password@localhost:3306\/mydatabase')<\/p>\n
# \u521b\u5efa\u4f1a\u8bdd\u5de5\u5382
\nSessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine)<\/p>\n
# \u521b\u5efa\u4f1a\u8bdd\u5b9e\u4f8b
\nsession = SessionLocal() <\/p>\n
python<\/p>\n
from sqlalchemy import Column, Integer, String, ForeignKey
\nfrom sqlalchemy.orm import relationship, declarative_base<\/p>\n
# \u521b\u5efa\u57fa\u7c7b
\nBase = declarative_base()<\/p>\n
class User(Base):
\n __tablename__ = 'users'<\/p>\n
id = Column(Integer, primary_key=True, index=True)
\n name = Column(String(50), nullable=False)
\n email = Column(String(100), unique=True, index=True)<\/p>\n
# \u5b9a\u4e49\u4e00\u5bf9\u591a\u5173\u7cfb
\n posts = relationship("Post", back_populates="author")<\/p>\n
class Post(Base):
\n __tablename__ = 'posts'<\/p>\n
id = Column(Integer, primary_key=True, index=True)
\n title = Column(String(100), nullable=False)
\n content = Column(String(500))
\n author_id = Column(Integer, ForeignKey('users.id'))<\/p>\n
# \u5b9a\u4e49\u591a\u5bf9\u4e00\u5173\u7cfb
\n author = relationship("User", back_populates="posts")<\/p>\n
# \u5b9a\u4e49\u591a\u5bf9\u591a\u5173\u7cfb（\u901a\u8fc7\u5173\u8054\u8868）
\n tags = relationship("Tag", secondary="post_tags", back_populates="posts")<\/p>\n
class Tag(Base):
\n __tablename__ = 'tags'<\/p>\n
id = Column(Integer, primary_key=True, index=True)
\n name = Column(String(30), unique=True, nullable=False)<\/p>\n
posts = relationship("Post", secondary="post_tags", back_populates="tags")<\/p>\n
# \u5173\u8054\u8868（\u7528\u4e8e\u591a\u5bf9\u591a\u5173\u7cfb）
\nclass PostTag(Base):
\n __tablename__ = 'post_tags'<\/p>\n
post_id = Column(Integer, ForeignKey('posts.id'), primary_key=True)
\n tag_id = Column(Integer, ForeignKey('tags.id'), primary_key=True) <\/p>\n
python<\/p>\n
# \u521b\u5efa\u6240\u6709\u8868
\nBase.metadata.create_all(bind=engine)<\/p>\n
# \u5220\u9664\u6240\u6709\u8868
\n# Base.metadata.drop_all(bind=engine) <\/p>\n
python<\/p>\n
# \u521b\u5efa\u65b0\u7528\u6237
\nnew_user = User(name="\u5f20\u4e09", email="zhangsan@example.com")
\nsession.add(new_user)
\nsession.commit()<\/p>\n
# \u6279\u91cf\u521b\u5efa
\nsession.add_all([
\n User(name="\u674e\u56db", email="lisi@example.com"),
\n User(name="\u738b\u4e94", email="wangwu@example.com")
\n])
\nsession.commit() <\/p>\n
python<\/p>\n
# \u83b7\u53d6\u6240\u6709\u7528\u6237
\nusers = session.query(User).all()<\/p>\n
# \u83b7\u53d6\u7b2c\u4e00\u4e2a\u7528\u6237
\nfirst_user = session.query(User).first()<\/p>\n
# \u6839\u636eID\u83b7\u53d6\u7528\u6237
\nuser = session.query(User).get(1) <\/p>\n
python<\/p>\n
# \u67e5\u8be2\u5e76\u66f4\u65b0
\nuser = session.query(User).get(1)
\nuser.name = "\u5f20\u4e09\u56db"
\nsession.commit()<\/p>\n
# \u6279\u91cf\u66f4\u65b0
\nsession.query(User).filter(User.name.like("\u5f20%")).update({"name": "\u5f20\u6c0f"}, synchronize_session=False)
\nsession.commit() <\/p>\n
python<\/p>\n
# \u67e5\u8be2\u5e76\u5220\u9664
\nuser = session.query(User).get(1)
\nsession.delete(user)
\nsession.commit()<\/p>\n
# \u6279\u91cf\u5220\u9664
\nsession.query(User).filter(User.name == "\u674e\u56db").delete(synchronize_session=False)
\nsession.commit() <\/p>\n
python<\/p>\n
# \u83b7\u53d6\u6240\u6709\u8bb0\u5f55
\nusers = session.query(User).all()<\/p>\n
# \u83b7\u53d6\u7279\u5b9a\u5b57\u6bb5
\nnames = session.query(User.name).all()<\/p>\n
# \u6392\u5e8f
\nusers = session.query(User).order_by(User.name.desc()).all()<\/p>\n
# \u9650\u5236\u7ed3\u679c\u6570\u91cf
\nusers = session.query(User).limit(10).all()<\/p>\n
# \u504f\u79fb\u91cf
\nusers = session.query(User).offset(5).limit(10).all() <\/p>\n
python<\/p>\n
from sqlalchemy import or_<\/p>\n
# \u7b49\u503c\u8fc7\u6ee4
\nuser = session.query(User).filter(User.name == "\u5f20\u4e09").first()<\/p>\n
# \u6a21\u7cca\u67e5\u8be2
\nusers = session.query(User).filter(User.name.like("\u5f20%")).all()<\/p>\n
# IN\u67e5\u8be2
\nusers = session.query(User).filter(User.name.in_(["\u5f20\u4e09", "\u674e\u56db"])).all()<\/p>\n
# \u591a\u6761\u4ef6\u67e5\u8be2
\nusers = session.query(User).filter(
\n User.name == "\u5f20\u4e09",
\n User.email.like("%@example.com")
\n).all()<\/p>\n
# \u6216\u6761\u4ef6
\nusers = session.query(User).filter(
\n or_(User.name == "\u5f20\u4e09", User.name == "\u674e\u56db")
\n).all()<\/p>\n
# \u4e0d\u7b49\u4e8e
\nusers = session.query(User).filter(User.name != "\u5f20\u4e09").all() <\/p>\n
python<\/p>\n
from sqlalchemy import func<\/p>\n
# \u8ba1\u6570
\ncount = session.query(User).count()<\/p>\n
# \u5206\u7ec4\u8ba1\u6570
\nuser_post_count = session.query(
\n User.name,
\n func.count(Post.id)
\n).join(Post).group_by(User.name).all()<\/p>\n
# \u6c42\u548c\u3001\u5e73\u5747\u503c\u7b49
\navg_id = session.query(func.avg(User.id)).scalar() <\/p>\n
python<\/p>\n
# \u5185\u8fde\u63a5
\nresults = session.query(User, Post).join(Post).filter(Post.title.like("%Python%")).all()<\/p>\n
# \u5de6\u5916\u8fde\u63a5
\nresults = session.query(User, Post).outerjoin(Post).all()<\/p>\n
# \u6307\u5b9a\u8fde\u63a5\u6761\u4ef6
\nresults = session.query(User, Post).join(Post, User.id == Post.author_id).all() <\/p>\n
python<\/p>\n
# \u521b\u5efa\u5e26\u5173\u7cfb\u7684\u5bf9\u8c61
\nuser = User(name="\u8d75\u516d", email="zhaoliu@example.com")
\npost = Post(title="\u6211\u7684\u7b2c\u4e00\u7bc7\u535a\u5ba2", content="Hello World!", author=user)
\nsession.add(post)
\nsession.commit()<\/p>\n
# \u901a\u8fc7\u5173\u7cfb\u8bbf\u95ee
\nprint(f"\u6587\u7ae0 '{post.title}' \u7684\u4f5c\u8005\u662f {post.author.name}")
\nprint(f"\u7528\u6237 {user.name} \u7684\u6240\u6709\u6587\u7ae0:")
\nfor p in user.posts:
\n print(f" – {p.title}")<\/p>\n
# \u591a\u5bf9\u591a\u5173\u7cfb\u64cd\u4f5c
\npython_tag = Tag(name="Python")
\nsqlalchemy_tag = Tag(name="SQLAlchemy")<\/p>\n
post.tags.append(python_tag)
\npost.tags.append(sqlalchemy_tag)
\nsession.commit()<\/p>\n
print(f"\u6587\u7ae0 '{post.title}' \u7684\u6807\u7b7e:")
\nfor tag in post.tags:
\n print(f" – {tag.name}") <\/p>\n
python<\/p>\n
# \u81ea\u52a8\u63d0\u4ea4\u4e8b\u52a1
\ntry:
\n user = User(name="\u6d4b\u8bd5\u7528\u6237", email="test@example.com")
\n session.add(user)
\n session.commit()
\nexcept Exception as e:
\n session.rollback()
\n print(f"\u53d1\u751f\u9519\u8bef: {e}")<\/p>\n
# \u4f7f\u7528\u4e8b\u52a1\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668
\nfrom sqlalchemy.orm import Session<\/p>\n
def create_user(session: Session, name: str, email: str):
\n try:
\n user = User(name=name, email=email)
\n session.add(user)
\n session.commit()
\n return user
\n except:
\n session.rollback()
\n raise<\/p>\n
# \u5d4c\u5957\u4e8b\u52a1
\nwith session.begin_nested():
\n user = User(name="\u4e8b\u52a1\u7528\u6237", email="transaction@example.com")
\n session.add(user)<\/p>\n
# \u4fdd\u5b58\u70b9
\nsavepoint = session.begin_nested()
\ntry:
\n user = User(name="\u4fdd\u5b58\u70b9\u7528\u6237", email="savepoint@example.com")
\n session.add(user)
\n savepoint.commit()
\nexcept:
\n savepoint.rollback() <\/p>\n
\u4f1a\u8bdd\u7ba1\u7406：\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u521b\u5efa\u65b0\u4f1a\u8bdd，\u8bf7\u6c42\u7ed3\u675f\u540e\u5173\u95ed<\/p>\n<\/li>\n
\u5f02\u5e38\u5904\u7406：\u59cb\u7ec8\u5904\u7406\u5f02\u5e38\u5e76\u9002\u5f53\u56de\u6eda\u4e8b\u52a1<\/p>\n<\/li>\n
\u5ef6\u8fdf\u52a0\u8f7d：\u6ce8\u610fN+1\u67e5\u8be2\u95ee\u9898，\u4f7f\u7528 eager loading \u4f18\u5316<\/p>\n<\/li>\n
\u8fde\u63a5\u6c60：\u5408\u7406\u914d\u7f6e\u8fde\u63a5\u6c60\u5927\u5c0f\u548c\u8d85\u65f6\u8bbe\u7f6e<\/p>\n<\/li>\n
\u6570\u636e\u9a8c\u8bc1：\u5728\u6a21\u578b\u5c42\u6216\u5e94\u7528\u5c42\u9a8c\u8bc1\u6570\u636e\u5b8c\u6574\u6027<\/p>\n<\/li>\n
python<\/p>\n
# \u4f7f\u7528\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u7ba1\u7406\u4f1a\u8bdd
\nfrom contextlib import contextmanager<\/p>\n
@contextmanager
\ndef get_db():
\n db = SessionLocal()
\n try:
\n yield db
\n db.commit()
\n except Exception:
\n db.rollback()
\n raise
\n finally:
\n db.close()<\/p>\n
# \u4f7f\u7528\u793a\u4f8b
\nwith get_db() as db:
\n user = User(name="\u4e0a\u4e0b\u6587\u7528\u6237", email="context@example.com")
\n db.add(user) <\/p>\n
SQLAlchemy ORM\u63d0\u4f9b\u4e86\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u6570\u636e\u5e93\u64cd\u4f5c\u65b9\u5f0f，\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd，\u60a8\u5e94\u8be5\u80fd\u591f：<\/p>\n
\u5b89\u88c5\u548c\u914d\u7f6eSQLAlchemy<\/p>\n<\/li>\n
\u5b9a\u4e49\u6570\u636e\u6a21\u578b\u548c\u5173\u7cfb<\/p>\n<\/li>\n
\u6267\u884c\u57fa\u672c\u7684CRUD\u64cd\u4f5c<\/p>\n<\/li>\n
\u6784\u5efa\u590d\u6742\u67e5\u8be2<\/p>\n<\/li>\n
\u7ba1\u7406\u6570\u636e\u5e93\u4e8b\u52a1<\/p>\n<\/li>\n
\u9075\u5faa\u6700\u4f73\u5b9e\u8df5<\/p>\n<\/li>\n
SQLAlchemy\u8fd8\u6709\u66f4\u591a\u9ad8\u7ea7\u7279\u6027，\u5982\u6df7\u5408\u5c5e\u6027\u3001\u4e8b\u4ef6\u76d1\u542c\u3001\u81ea\u5b9a\u4e49\u67e5\u8be2\u7b49，\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\u5b66\u4e60\u3002<\/p>\n
https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ7E https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ7D https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ7C https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ7B https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ7A https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ79 https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ78 https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ77 https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ76 https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ75 https:\/\/gitee.com\/vvivm820\/nrwarzdnmr\/issues\/IDYJ74 https:\/\/gitee.com\/uhtec413\/urbgrfsnqg\/issues\/IDYJ73 https:\/\/gitee.com\/uhtec413\/urbgrfsnqg\/issues\/IDYJ72 https:\/\/gitee.com\/jhdbz110\/cnwtdwgwqu\/issues\/IDYJ71 https:\/\/gitee.com\/uhtec413\/urbgrfsnqg\/issues\/IDYJ70 https:\/\/gitee.com\/uhtec413\/urbgrfsnqg\/issues\/IDYJ6Z https:\/\/gitee.com\/jhdbz110\/cnwtdwgwqu\/issues\/IDYJ6X 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SQLAlchemy\u662fPython\u4e2d\u6700\u6d41\u884c\u7684ORM（\u5bf9\u8c61\u5173\u7cfb\u6620\u5c04）\u6846\u67b6\u4e4b\u4e00，\u5b83\u63d0\u4f9b\u4e86\u9ad8\u6548\u4e14\u7075\u6d3b\u7684\u6570\u636e\u5e93\u64cd\u4f5c\u65b9\u5f0f\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528SQLAlchemy ORM\u8fdb\u884c\u6570\u636e\u5e93\u64cd\u4f5c\u3002
\n\u76ee\u5f55 \u5b89\u88c5SQLAlchemy \u6838\u5fc3\u6982\u5ff5 \u8fde\u63a5\u6570\u636e\u5e93 \u5b9a\u4e49\u6570\u636e\u6a21\u578b \u521b\u5efa\u6570\u636e\u5e93\u8868 \u57fa\u672cCRUD\u64cd\u4f5c \u67e5\u8be2\u6570\u636e \u5173\u7cfb\u64cd\u4f5c \u4e8b\u52a1\u7ba1\u7406 \u6700\u4f73\u5b9e\u8df5
\n\u5b89\u88c5
\nbash
\npip install sqlalchemy
\n\u5982\u679c\u9700\u8981\u8fde\u63a5\u7279\u5b9a\u6570\u636e\u5e93<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[426,460,81],"topic":[],"class_list":["post-76690","post","type-post","status-publish","format-standard","hentry","category-server","tag-jvm","tag-pillow","tag-python"],"yoast_head":"\n