In this blog post, we will explore the usage of the ArrayField
and MatrixField
in Peewee, a lightweight Python ORM (Object Relational Mapping) library. These fields provide a convenient way to store and manipulate arrays and matrices within a database table.
ArrayField
The ArrayField
in Peewee allows you to store an array of values within a single column. This is useful when you have a list of values that you want to save in the database. For example, let’s say you have a User
model and want to store the user’s favorite movies as an array:
from peewee import *
database = SqliteDatabase('my_database.db')
class User(Model):
name = CharField()
favorite_movies = ArrayField(CharField)
class Meta:
database = database
To use the ArrayField
, you need to import it from the peewee
module. In the User
model, we define the favorite_movies
field as an ArrayField
of CharField
. This means that each element in the array will be a string.
To create a new user and store their favorite movies, you can do the following:
user = User(name='John Doe', favorite_movies=['The Shawshank Redemption', 'Pulp Fiction', 'Inception'])
user.save()
You can also query the database based on the values in the ArrayField
. For example, to find all users who have ‘Inception’ as one of their favorite movies, you can use the contains
operator:
users = User.select().where(User.favorite_movies.contains('Inception'))
MatrixField
The MatrixField
in Peewee is an extension of the ArrayField
that allows you to store a two-dimensional array or matrix. This can be useful when you need to store a grid of values, such as a game board or a matrix of numbers.
To use the MatrixField
, you first need to install the peewee-extensions
package, which provides additional field types for Peewee:
pip install peewee-extensions
Once installed, you can use the MatrixField
in your models. Here’s an example of how you can define a Grid
model with a MatrixField
:
from peewee import *
from peewee_extensions import MatrixField
database = SqliteDatabase('my_database.db')
class Grid(Model):
name = CharField()
matrix = MatrixField(IntegerField)
class Meta:
database = database
In this example, we define the matrix
field as a MatrixField
of IntegerField
. This means that each element in the matrix will be an integer.
To create a new grid and store the matrix values, you can do the following:
grid = Grid(name='My Grid', matrix=[[1, 2, 3], [4, 5, 6], [7, 8, 9]])
grid.save()
You can also query the database based on the values in the MatrixField
. For example, to find all grids that have a value of 5 in the matrix, you can use the contains
operator:
grids = Grid.select().where(Grid.matrix.contains(5))
Conclusion
In this blog post, we have explored how to utilize the ArrayField
and MatrixField
in Peewee to store and manipulate arrays and matrices in a database table. These fields provide a convenient way to work with complex data structures within your Python applications. Whether you need to store a list of values or a two-dimensional matrix, Peewee has got you covered. Happy coding!