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django-chunkator

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django-chunkator

Chunk large QuerySets into small chunks, and iterate over them without killing your RAM.

2.0.0
PyPI
Maintainers
5

================ django-chunkator

Chunk large QuerySets into small chunks, and iterate over them without killing your RAM.

.. image:: https://travis-ci.org/peopledoc/django-chunkator.svg

Tested with all the combinations of:

  • Python: 3.5, 3.6, 3.7, 3.8
  • Django: 2, 2.1, 2.2, 3.0, master

.. note::

Django 3.0 is incompatible with Python 3.5, see <https://docs.djangoproject.com/en/3.0/releases/3.0/#python-compatibility>

Usage

.. code:: python

from chunkator import chunkator
for item in chunkator(LargeModel.objects.all(), 200):
    do_something(item)

This tool is intended to work on Django querysets.

Your model must define a pk field (this is done by default, but sometimes it can be overridden) and this pk has to be unique. django- chunkator has been tested with PostgreSQL and SQLite, using regular PKs and UUIDs as primary keys.

You can also use values():

.. code:: python

from chunkator import chunkator
for item in chunkator(LargeModel.objects.values('pk', 'name'), 200):
    do_something(item)

.. important::

If you're using ``values()`` you **have** to add at least your "pk" field
to the values, otherwise, the chunkator will throw a
``MissingPkFieldException``.

.. warning::

This will not **accelerate** your process. Instead of having one BIG query,
you'll have several small queries. This will save your RAM instead, because
you'll not load a huge queryset result before looping on it.

If you want to manipulate the pages directly, you can use chunkator_page:

.. code:: python

from chunkator import chunkator_page
queryset = LargeModel.objects.all().values('pk')
for page in chunkator_page(queryset, 200):
    launch_some_task([item['pk'] for item in page])

License

MIT License.

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