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.Bring your towel and join one of the fastest growing data communities. Welcome to our second-generation open source orchestration platform, a completely rethought approach to dataflow automation.
Powered by