Load/dump Django models from/to Excel 2007+ workbooks
Project description
django-xlsx-serializer
Overview
django-xlsx-serializer is a Django application designed to handle
the data serialization and deserialization between Django models and Microsoft
Excel 2007+ workbooks. Utilizing the OpenPyXL engine, this tool
provides robust methods to export data from Django databases into XLSX files and
import data from the files back into the databases. This functionality is
essential for applications that require data exchange between Django-based
systems and Excel, facilitating such tasks as data migration, reporting, and
backups.
Features
The app allows you to:
- Export Django models from a database to an Excel workbook via the
dumpdatacommand. - Populate databases from Excel fixtures using the
loaddatacommand. - Interact with Excel workbooks (either files or
openpyxl.Workbookobjects) and the database using the Django's core serialization utilities.
Requirements
| Python | Django | Database engines |
|---|---|---|
| 3.10 | 3.2, 4.0, 4.1, 4.2, 5.0, 5.1, 5.2 | SQLite3, PostgreSQL |
| 3.11 | 4.1, 4.2, 5.0, 5.1, 5.2 | SQLite3, PostgreSQL |
| 3.12 | 4.2, 5.0, 5.1, 5.2, 6.0 | SQLite3, PostgreSQL |
| 3.13 | 5.1, 5.2, 6.0 | SQLite3, PostgreSQL |
| 3.14 | 5.2, 6.0 | SQLite3, PostgreSQL |
All setups require OpenPyXL < 4.
Installation
The fastest way to add the package to your Python environment is to download and
install it directly from PyPI. Use pip:
pip install django-xlsx-serializer
or any other dependency manager of your preference.
As soon as the installation is completed, all the app's functionalities can be
accessed from the xlsx_serializer module:
import xlsx_serializer
The app is compatible with Excel 2007+ XLSX workbooks only. Adding support for the older XLS format is not planned.
Django Configuration
The app utilities can be incorporated into your Django project by following one of the approaches listed below:
- Installing the package as an app.
- Adding the package to serialization modules.
- Registering the app's serializers module from another app.
All of them associate the app's serializer with the xlsx format.
Install as an App
In your project settings module add xlsx_serializers to INSTALLED_APPS:
INSTALLED_APPS = [
# ...
"xlsx_serializer",
# ...
]
Add to Serialization Modules
In your project settings module update the SERIALIZATION_MODULES dictionary:
SERIALIZATION_MODULES = {
# ...
"xlsx": "xlsx_serializer",
# ...
}
Register from Another App
In any of the apps installed in your projects (let us call it myapp), register
the xlsx_serializer manually in the app's ready hook:
# myapp/apps.py
from django.apps import AppConfig
from django.core import serializers
class MyAppConfig(AppConfig):
name = "myapp"
def ready(self) -> None:
super().ready()
# ...
# Register serializers.
serializers.register_serializer("xlsx", "xlsx_serializer")
There are many Django projects using a "core" app for defining project-wide utilities (e.g., custom commands, template tags, etc.). The configuration class of such an app is a good place to apply the code snippet above.
Usage
Excel Workbooks vs. Django Models
The app adopts quite intuitive correspondence between Excel workbooks (i.e., the collections of worksheets) and Django models:
- A Django model is represented by a single worksheet.
- In an Excel workbook, the models are identified by worksheet names.
- Within an Excel worksheet, model instances are represented by rows, while the columns correspond to the model's fields.
Serialization
Serialization can be run either by the built-in dumpdata
Django management command:
python manage.py dumpdata --format xlsx --output dump.xlsx
or from Django interactive shell:
>>> from django.core import serializers
>>> from polls.models import Question
>>> serializers.serialize("xlsx", Question.objects.all(), output="dump.xlsx")
# Prints: <openpyxl.workbook.workbook.Workbook object at ...>
Both the command and expression shown above save dump.xlsx workbook file. The
latter additionally returns an openpyxl.Workbook object, which can be used
later if necessary (e.g., in development or maintenance scripts).
When serializing, the app creates worksheets named using fully qualified model
labels. For example, the Question model defined in the polls app is
serialized to the "polls.Question" worksheet. Excel does not accept worksheet
names longer than 31 characters. If the model's label is longer, it's truncated.
A useful feature allowing you to circumvent this issue is that the output
worksheet names can be customized using the model_sheet_names option. So, the
command:
>>> workbook = serialize(
"xlsx",
Question.objects.all(),
model_sheet_names={"polls.Question": "Questions"},
)
>>> workbook
# Prints: <openpyxl.workbook.workbook.Workbook object at ...>
results in the polls.Question model data serialized in the "Questions"
worksheet. Note that this option is not available when using the app via the
dumpdata command.
The app inspects each key and value of the
model_sheet_namesdictionary. For the keys, it validates whether they represent valid model identifiers. The values, in turn, are checked to see if they are unique, are not too long, and do not contain invalid characters (?,*,:,\,/,[,]).
Other key points:
DateField,DateTimeField, andTimeFieldvalues are serialized as ISO 8601 strings.JSONFieldvalues are serialized as JSON strings returned by the respective field's encoders.ManyToManyFieldvalues are serialized as stringified lists of foreign keys.- The app supports serialization by using natural keys. If it is triggered (by
applying the
--natural-primary/--natural-foreignflags), the natural keys are serialized as stringified tuples (or their lists in the case of many-to-many relations).
Deserialization
The recommended way of employing the app to load the model data from an Excel
fixture to the database is to call it via the loaddata
command:
python manage.py loaddata fixture.xlsx
Deserialization requires the input workbook's worksheets to have names that are
either the fully qualified labels or model names (case-insensitive). The latter
can be applied if the model name is unique. For example, if the project uses
models polls.Question and exams.Question, the worksheet named "Question"
will not be deserialized.
Within a worksheet, ensure that the column headers correspond to the field names of the respective model. The app ignores a column if it does not represent a field. Empty rows and columns surrounding the data range are ignored as well. However, the app does not check the data for the missing or invalid values.
Other key points:
- Populating
DateField,DateTimeField, andTimeFieldwith timezone support enabled in Django settings requires date/time values to be saved as ISO 8601 strings (date/time type values in Excel don't store timezone information). - Deserializing
JSONfieldrequires values in a format compatible with the JSON decoder of the respective field. - In the case of
ManyToManyFieldprovide string representations of Python lists containing the primary (or natural, see the next bullet) keys of the related objects. - The app handles deserialization from natural keys by using
ast.literal_eval. Make sure to provide the keys that are valid string representations of the corresponding values (i.e., tuples of primitive Python literals; in most cases, they are strings — if so, use single quotes as text delimiters).
Contributing
This is an open-source project that embraces contributions of all types. We require all contributors to adhere to our Code of Conduct. For comprehensive instructions on how to contribute to the project, please refer to our Contributing Guide.
Authors
Created and maintained by Kamil Paduszyński (@paduszyk).
License
Released under the MIT license.
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