deev 0.1.14

..an entity framework for Python.

deev (דיב) is an entity framework for Python.

This README is only a high-level introduction to deev. For more detailed documentation, please view the official docs at https://deev.readthedocs.io.

Features

• Entity-based; perform CRUD operations using Python objects instead of hand-crafting SQL.
• Validation; Entities validate before they get persisted to a database, also validate entities on-demand.
• Transaction Contexts; enter and exit transaction scopes with language-level context management, avoid mismanaged transaction states.
• DB Migrations; use Python code to apply (and undo) schema changes, data translation, etc using db-migrate CLI tool for use from CI/CD pipelines.
• PEP 249 compatible abstractions; no need to refactor code just to switch DBMS.
• Syntax normalization; parameterize SQL using %? instead of provider-specific syntaxes.
• Raw SQL Access; execute raw SQL as-needed, including provider/DBMS-specific functions (primarily intended for advanced db-migrate cases.)

Installation

You can install deev from PyPI through usual means, such as pip:

    pip install deev

Usage

Let's have a look at the two popular use cases: using Python objects for CRUD operations, and using the db-migrate CLI tool to manage DB schema.

Entity CRUD

    # imports
    from deev import entity, field

    # define a simple entity with an auto-increment PK, an int value column, and a list[str] column
    @entity
    class SimpleEntity:
        id: int = field(autoincrement=True, primary_key=True)
        column1: int
        column2: list[str]

    # create a database using familiar connection-string syntax
    from deev.utils import create_database

    connection_str = 'Server=./test_data/;Database=sqlite3/test.db;Provider=sqlite3'
    create_database(connection_str)

    # connect to your database, create a table for storage, and perform some CRUD operations
    from deev import connect
    from deev.sqlite import SqliteTableAdapter
    with connect(connection_str) as db:
        table = SqliteTableAdapter[SimpleEntity](db)
        table.create_table()
        # CREATE
        entity_key = table.create(SimpleEntity(
            column1=1,
            column2=[3, 2, 1]
        ))
        # READ
        entity = table.read(**entity_key)
        assert entity.id is not None
        assert entity.column1 == 1
        assert entity.column2[0] == 3
        assert entity.column2[1] == 2
        assert entity.column2[2] == 1
        # UPDATE
        entity.column2[1] = 4
        table.update(entity)
        # DELETE
        table.delete(**entity_key)

        # alternatives: upsert + query
        entity_key = table.upsert(SimpleEntity(
            column1=2,
            column2=[5]
        ))
        entity_key = table.upsert(SimpleEntity(
            column1=2,
            column2=[6]
        ))
        results = table.query(
            where='column1 = %?',
            orderby='column1 DESC',
            limit=2,   
            params=(2,)
        )
        count = 0
        for result in results:
            assert result.column2[0] in (5, 6)
            count += 1
        assert count == 2
        # query kwargs are optional, for example this creates a generator for all table records:
        results = table.query()

CLI db-migrate Tool

The db-migrate tool can be used to apply a migration script or undo a previously applied migration script.

Basic syntax:

$ db-migrate -h
usage: db-migrate [-h] [--verbose] <COMMAND> ...

Utility for applying, undoing, or generating migrations.

positional arguments:
  <COMMAND>   Action to perform.
    apply     Apply migrations.
    undo      Undo migrations.

options:
  -h, --help  show this help message and exit
  --verbose   Enable verbose logging.

$ db-migrate apply -h
usage: db-migrate apply [-h] [--stop-at name] path connectionstring

positional arguments:
  path              Directory containing migration scripts.
  connectionstring  Database connection string.

options:
  -h, --help        show this help message and exit
  --stop-at name    Stop processing at the named migration.

A migration script is a Python file which defines two functions apply(...) and undo(...), each receiving a DbTransactionContext you can use to modify the database transactionally. As an example let's assume we modified SimpleEntity with an additional attribute column3 of type datetime:

    @entity
    class SimpleEntity:
        id: int = field(autoincrement=True, primary_key=True)
        column1: int
        column2: list[str]
        column3: Optional[datetime]] = field(nullable=True)

Since we already have a table for this entity, we want to modify the schema to support the new attribute:

# 000_test01.py
from deev.common import DbTransactionContext


def apply(transaction: DbTransactionContext) -> None:
    # alter the existing entity table
    transaction.execute_nonquery('ALTER TABLE SimpleEntity ADD COLUMN column3 DATETIME')
    transaction.commit()


def undo(transaction: DbTransactionContext) -> None:
    # undo the alteration applied by `apply(...)` above
    transaction.execute_nonquery('ALTER TABLE SimpleEntity DROP COLUMN column3')
    transaction.commit()

Finally, we can apply the change to our existing database:

# apply schema change
db-migrate apply ./test_data/migrations 'Server=./test_data/;Database=sqlite3/test.db;Provider=sqlite3'

..apply migration "000_test01"
Migrations applied 1, skipped 0, available 1.

We can also undo the change after it has been applied:

# undo schema change
db-migrate apply ./test_data/migrations 'Server=./test_data/;Database=sqlite3/test.db;Provider=sqlite3'

..apply migration "000_test01"
Migrations undone 1, skipped 0, available 1.

Contact

You can reach me on Discord or open an Issue on Github.