django-mysql-compressed-fields
This package provides CompressedTextField, a MySQL-specific
Django model field similar to TextField or CharField that stores its
value in compressed form via zlib.
In particular you can replace a TextField or CharField like:
from django.db import models
class ProjectTextFile(models.Model):
content = models.TextField(blank=True)
with:
from django.db import models
from mysql_compressed_fields import CompressedTextField
class ProjectTextFile(models.Model):
content = CompressedTextField(blank=True)
such that the text value of the field is actually compressed in the database.
String-based lookups are supported:
html_files = ProjectTextFile.objects.filter(content__contains='<html')
html_files = ProjectTextFile.objects.filter(content__startswith='<!DOCTYPE')
html_files = ProjectTextFile.objects.filter(content__endswith='</html>')
empty_html_files = ProjectTextFile.objects.filter(content__in=['', '<html></html>'])
Advanced manipulations with MySQL's COMPRESS(), UNCOMPRESS(), and
UNCOMPRESSED_LENGTH() functions are also supported:
from django.db.models import F
from mysql_compressed_fields import UncompressedLength
files = ProjectTextFile.objects.only('id').annotate(
content_length=UncompressedLength(F('content'))
)
Dependencies
- Django 3.2 or later required
- MySQL 5.7 or later required
- ...and nothing else 🎉
License
MIT
Migration Steps
To migrate an existing TextField or CharField to be a CompressedTextField:
- Install this package:
pip3 install django-mysql-compressed-fields
- Find an existing Django model with an uncompressed TextField or CharField
that you want to compress. For example:
from django.db import models
class ProjectTextFile(models.Model):
content = models.TextField(blank=True)
- Add a
*_compressed sibling field that will be used to hold the compressed
version of the original field. Mark it as default=''. Include an explicit
db_column=... value:
from django.db import models
from mysql_compressed_fields import CompressedTextField
class ProjectTextFile(models.Model):
content = models.TextField(blank=True)
content_compressed = CompressedTextField(
blank=True,
default='',
db_column='content_compressed',
)
- Generate a migration to add the compressed field:
python3 manage.py makemigrations
- Generate a new empty migration in the same app where the field is defined,
which we will use to populate the compressed field:
python3 manage.py makemigrations --empty __APP_NAME__
- Open the empty migration file. It should look something like:
from django.db import migrations
class Migration(migrations.Migration):
dependencies = [
('ide', '0002_projecttextfile_content_compressed'),
]
operations = [
]
- Edit the
operations field to use a RunPython step to populate
the compressed field from the uncompressed field:
from django.db import migrations
from django.db.models import F
from mysql_compressed_fields import Compress
def _populate_content_compressed(apps, schema_editor):
ProjectTextFile = apps.get_model('ide', 'ProjectTextFile')
ProjectTextFile.objects.update(content_compressed=Compress(F('content')))
class Migration(migrations.Migration):
dependencies = [
('ide', '0002_projecttextfile_content_compressed'),
]
operations = [
migrations.RunPython(
code=_populate_content_compressed,
reverse_code=migrations.RunPython.noop,
atomic=False,
)
]
- Remove the original uncompressed field from the model,
leaving only the compressed field remaining:
from django.db import models
from mysql_compressed_fields import CompressedTextField
class ProjectTextFile(models.Model):
content_compressed = CompressedTextField(
blank=True,
default='',
db_column='content_compressed',
)
- Generate a migration to remove the uncompressed field:
python3 manage.py makemigrations
- Rename the compressed field without the
*_compressed suffix
so that it now has the name of the original uncompressed field:
from django.db import models
from mysql_compressed_fields import CompressedTextField
class ProjectTextFile(models.Model):
content = CompressedTextField(
blank=True,
default='',
db_column='content_compressed',
)
- Generate a migration to rename the field:
python3 manage.py makemigrations
- When prompted whether the field was renamed, answer
y (for yes).
- You now have a compressed version of the original field. All done! 🎉
This project is brought to you by TechSmart, which seeks to inspire the
next generation of K-12 teachers and students to learn coding and create
amazing things with computers. We use Django heavily.
API Reference
All classes and functions below should be imported directly from
mysql_compressed_fields. For example:
from mysql_compressed_fields import CompressedTextField
Fields
CompressedTextField
A large text field, stored compressed in the database.
Generally behaves like TextField. Stores values in the database using the
same database column type as BinaryField. The value is compressed in the
same format that MySQL's COMPRESS() function uses. Compression and
decompression is performed by Django and not the database.
encode_errors controls how encoding errors are handled when saving the field. decode_errors controls how decoding errors are handled when loading the field. If 'strict' (the default), a UnicodeError exception is raised. Other possible values are 'ignore', 'replace', and any other name registered via codecs.register_error(). See Error Handlers for details.
If you specify a max_length attribute, it will be reflected in the
Textarea widget of the auto-generated form field. However it is not
enforced at the model or database level. The max_length applies to the
length of the uncompressed text rather than the compressed text.
String-based lookups can be used with this field type.
Such lookups will transparently decompress the field on the database server.
html_files = ProjectTextFile.objects.filter(content__contains='<html')
html_files = ProjectTextFile.objects.filter(content__startswith='<!DOCTYPE')
html_files = ProjectTextFile.objects.filter(content__endswith='</html>')
empty_html_files = ProjectTextFile.objects.filter(content__in=['', '<html></html>'])
Note that F-expressions that reference this field type will always refer to
the compressed value rather than the uncompressed value. So you may need to
use the Compress() and Uncompress() database functions manually when working
with F-expressions.
ProjectTextFile.objects.filter(...).update(content=Compress(F('name')))
ProjectTextFile.objects.filter(...).update(name=Uncompress(F('content')))
ProjectTextFile.objects.filter(...).update(content=F('content'))
The default form widget for this field is a
django.contrib.admin.widgets.AdminTextareaWidget (a kind of TextInput).
Database functions
Compress
The MySQL COMPRESS() function, usable in F() expressions.
Uncompress
The MySQL UNCOMPRESS() function, usable in F() expressions.
UncompressedLength
The MySQL UNCOMPRESSED_LENGTH() function, usable in F() expressions.
compress
def compress(uncompressed_bytes: bytes) -> bytes:
The MySQL COMPRESS() function.
uncompress
def uncompress(compressed_bytes: bytes) -> bytes:
The MySQL UNCOMPRESS() function.
uncompressed_length
def uncompressed_length(compressed_bytes: bytes) -> int:
The MySQL UNCOMPRESSED_LENGTH() function.
compressed_length
def compressed_length(
uncompressed_bytes: bytes,
*, chunk_size: int=64 * 1000,
stop_if_greater_than: Optional[int]=None) -> int:
Returns the length of COMPRESS(uncompressed_bytes).
If stop_if_greater_than is specified and a result greater than
stop_if_greater_than is returned then the compressed length is
no less than the returned result.
Running Tests
- Install Docker.
- Install MySQL CLI tools:
- Add MySQL CLI tools to path:
export PATH="/usr/local/opt/mysql-client@8.0/bin:$PATH"
- Start MySQL server:
docker run --name ide_db_server -e MYSQL_DATABASE=ide_db -e MYSQL_ROOT_PASSWORD=root -p 127.0.0.1:8889:3306 -d mysql:8.0
- Run tests:
cd tests/test_data/mysite
poetry install
poetry run python3 manage.py test
Release Notes
v1.2.0
- Add the
encode_errors and decode_errors options to CompressedTextField.
v1.1.0
- Fix to support Django 4.1.
v1.0.1
v1.0.0