Joe P
12/23/2023, 5:53 PMMarvin
12/23/2023, 5:54 PMprefect-sqlalchemy
isn't part of the core Prefect library. Instead, the recommended way of interacting with databases, including PostgreSQL, is through the use of SQLAlchemy
, which is a Python SQL toolkit and Object Relational Mapper that gives application developers the full power and flexibility of SQL.
Below is an example Python class that utilizes SQLAlchemy
for inserting a record into a PostgreSQL database where the primary key field uses autoincrement:
python
from sqlalchemy import create_engine, Column, Integer, String, Sequence
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import sessionmaker
# Define a base model
Base = declarative_base()
# Define the ORM mapping class for your table
class ExampleModel(Base):
__tablename__ = 'example_table'
id = Column(Integer, Sequence('example_id_seq'), primary_key=True, autoincrement=True)
name = Column(String(50))
def __repr__(self):
return f"<ExampleModel(name='{self.name}')>"
# Create a function to insert a new record
def insert_record(session, name):
new_record = ExampleModel(name=name)
session.add(new_record)
session.commit()
return new_record.id # Return the auto-generated ID
# Example usage
if __name__ == '__main__':
# Engine and session creation
engine = create_engine('<postgresql://username:password@localhost:5432/database_name>')
Session = sessionmaker(bind=engine)
session = Session()
# Creating tables (if they do not exist)
Base.metadata.create_all(engine)
# Insert a record
new_id = insert_record(session, 'John Doe')
print(f"Inserted new record with ID: {new_id}")
# Remember to close the session
session.close()
Here's what each part of the code does:
- declarative_base()
is used to create a base class for declarative class definitions.
- The ExampleModel
class maps to a table named example_table
in the database. It has two fields: an id
which uses a sequence and autoincrements, and a name
which is a simple string.
- The insert_record
function creates a new instance of ExampleModel
, adds it to the session, and commits the transaction. It then returns the auto-generated primary key of the new record.
- Replace <postgresql://username:password@localhost:5432/database_name>
with the actual connection string to your PostgreSQL database.
Before running the code, ensure you have SQLAlchemy
installed in your Python environment (pip install sqlalchemy
) and have a PostgreSQL database accessible with the specified credentials. Also, modify the actual table definition and field types according to your database schema.