SQLAlchemy是Python編程語言下的一款開源軟件,提供了SQL工具包及對象關系映射(ORM)工具,使用MIT許可證發行。SQLAlchemy首次發行於2006年2月,並迅速地在Python社區中最廣泛使用的ORM工具之一,不亞於Django的ORM框架。
本文將介紹如何使用SQLAlchemy操作MySQL,完成基礎的表創建,表格數據的新增、查詢、修改、刪除(CRUD)等操作。
首先我們需要確認當前的Python環境下已經安裝sqlalchemy和pymysql模塊。
新建表格
我們使用本地的MySQL數據庫,數據庫為orm_test。新建一張users表,字段為id,name,age,place。完整的Python代碼(create_table.py
)如下:
# -*- coding: utf-8 -*-
# author: Jclian91
# place: Sanya, Hainan
# time: 12:46
from sqlalchemy.dialects.mysql import INTEGER, VARCHAR
from sqlalchemy import Column
from sqlalchemy import create_engine
from sqlalchemy.ext.declarative import declarative_base
Base = declarative_base()
# users表結構
class Users(Base):
__tablename__ = 'users'
id = Column(INTEGER, primary_key=True)
name = Column(VARCHAR(256), nullable=False)
age = Column(INTEGER)
place = Column(VARCHAR(256), nullable=False)
def __init__(self, id, name, age, place):
self.id = id
self.name = name
self.age = age
self.place = place
def init_db():
engine = create_engine(
"mysql+pymysql://root:@localhost:3306/orm_test",
encoding= "utf-8",
echo=True
)
Base.metadata.create_all(engine)
print('Create table successfully!')
if __name__ == '__main__':
init_db()
運行后,生成的users表結構如下:
數據插入
接着我們插入幾條測試數據,完整的代碼(db_insert.py
)如下:
# -*- coding: utf-8 -*-
# author: Jclian91
# place: Sanya, Hainan
# time: 12:52
from create_table import Users
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
def insert_data():
# 初始化數據庫連接
engine = create_engine("mysql+pymysql://root:@localhost:3306/orm_test", encoding="utf-8")
# 創建DBSession類型
DBSession = sessionmaker(bind=engine)
# 創建session對象
session = DBSession()
# 插入單條數據
# 創建新User對象
new_user = Users(id=1, name='Jack', age=25, place='USA')
# 添加到session
session.add(new_user)
# 提交即保存到數據庫
session.commit()
# 插入多條數據
user_list= [Users(id=2, name='Green', age=26, place='UK'),
Users(id=3, name='Alex', age=31, place='GER'),
Users(id=4, name='Chen', age=52, place='CHN'),
Users(id=5, name='Zhang', age=42, place='CHN')
]
session.add_all(user_list)
session.commit()
# 關閉session
session.close()
print('insert into db successfully!')
if __name__ == '__main__':
insert_data()
運行程序后,表格中的數據如下:
數據查詢
接下來演示如何進行簡單的查詢。我們需要查詢place為CHN的人名,完整的Python代碼(db_query)如下:
# -*- coding: utf-8 -*-
# author: Jclian91
# place: Sanya, Hainan
# time: 12:52
from create_table import Users
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
def query_data():
# 初始化數據庫連接
engine = create_engine("mysql+pymysql://root:@localhost:3306/orm_test", encoding="utf-8")
# 創建DBSession類型
DBSession = sessionmaker(bind=engine)
# 創建session對象
session = DBSession()
# 查詢所有place是CHN的人名
# 創建Query查詢,filter是where條件
# 調用one()返回唯一行,如果調用all()則返回所有行:
users = session.query(Users).filter(Users.place == 'CHN').all()
print([use.name for use in users])
# 輸出:['Chen', 'Zhang']
# 或者用如下查詢
users = session.query(Users.name).filter(Users.place == 'CHN').all()
print(users)
# 輸出:[('Chen',), ('Zhang',)]
session.close()
if __name__ == '__main__':
query_data()
輸出結果如下:
['Chen', 'Zhang']
[('Chen',), ('Zhang',)]
數據更新
接下來我們演示數據更新。我們需要將Jack的place修改為CHN,完整的Python代碼(db_update)如下:
# -*- coding: utf-8 -*-
# author: Jclian91
# place: Sanya, Hainan
# time: 12:52
from create_table import Users
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
def update_data():
# 初始化數據庫連接
engine = create_engine("mysql+pymysql://root:@localhost:3306/orm_test", encoding="utf-8")
# 創建DBSession類型
DBSession = sessionmaker(bind=engine)
# 創建session對象
session = DBSession()
# 數據更新,將Jack的place修改為CHN
update_obj = session.query(Users).filter(Users.name=='Jack').update({"place":"CHN"})
session.commit()
session.close()
print("Update data successfully!")
if __name__ == '__main__':
update_data()
更新后的表格數據如下:
數據刪除
接着我們演示數據刪除。我們需要將Jack的記錄刪除,完整的Python代碼(db_delete.py)如下:
# -*- coding: utf-8 -*-
# author: Jclian91
# place: Sanya, Hainan
# time: 12:52
from create_table import Users
from sqlalchemy import create_engine
from sqlalchemy.orm import sessionmaker
def delete_data():
# 初始化數據庫連接
engine = create_engine("mysql+pymysql://root:@localhost:3306/orm_test", encoding="utf-8")
# 創建DBSession類型
DBSession = sessionmaker(bind=engine)
# 創建session對象
session = DBSession()
# 數據更新,將Jack的記錄刪除
update_obj = session.query(Users).filter(Users.name=='Jack').delete()
session.commit()
session.close()
print("Delete data successfully!")
if __name__ == '__main__':
delete_data()
運行程序后,表格中的數據如下:
本次分享到此結束,感謝大家閱讀~
本文的示例代碼已經上傳至Github,網址為:https://github.com/percent4/ORM_test 。