[파이썬] SQLAlchemy Hybrid 속성

In object-oriented programming, the concept of properties allows you to encapsulate the logic of accessing and manipulating the state of an object. SQLAlchemy, a popular Python library for working with databases, introduces the concept of hybrid attributes, which combine the best of both worlds - properties and database columns.

What are hybrid attributes?

Hybrid attributes are properties that can be accessed and manipulated in both the object-oriented code and the database queries. They provide a convenient way to define custom behavior for accessing and manipulating data, while seamlessly integrating with SQLAlchemy’s query system.

How to define hybrid attributes in SQLAlchemy?

To define a hybrid attribute in SQLAlchemy, you can use the @hybrid_property decorator provided by the library. This decorator allows you to define a regular property method in your class, which will be treated as both a Python attribute and a database column.

Here’s an example to illustrate how to define a hybrid attribute:

from sqlalchemy.ext.hybrid import hybrid_property
from sqlalchemy import Column, Integer, String
from sqlalchemy.orm import declarative_base

Base = declarative_base()

class User(Base):
    __tablename__ = 'users'
    id = Column(Integer, primary_key=True)
    _name = Column(String)
    
    @hybrid_property
    def name(self):
        return self._name.capitalize()  # Custom logic for accessing the name attribute
    
    @name.setter
    def name(self, value):
        self._name = value.lower()  # Custom logic for setting the name attribute

In the above example, the name method acts as a hybrid attribute that can be accessed and manipulated both in Python code and in database queries. The name method contains custom logic to capitalize the name when accessing and convert it to lowercase when setting the value.

Using hybrid attributes in queries

One of the advantages of hybrid attributes is that they can be used directly in SQLAlchemy queries. This means you can use them in filter clauses, order_by clauses, and other query operations, as if they were regular database columns.

from sqlalchemy import create_engine, or_
from sqlalchemy.orm import sessionmaker

engine = create_engine('sqlite:///users.db')
Session = sessionmaker(bind=engine)
session = Session()

# Example query with hybrid attribute
users = session.query(User).filter(or_(User.name == 'john', User.name == 'jane')).all()

In the above example, we can use the name hybrid attribute directly in the filter clause to search for users with the name ‘john’ or ‘jane’.

Conclusion

SQLAlchemy hybrid attributes provide a powerful and flexible way to define custom behavior for accessing and manipulating data in both Python code and database queries. They enable you to encapsulate custom logic within your classes while seamlessly integrating with SQLAlchemy’s query system. By leveraging hybrid attributes, you can write more expressive and maintainable code when working with databases in Python.