# Models Model is a pythonic class representing database table in your code. It also defines an interface (methods) to perform operations on this table and describes its configuration inside framework. This library operates 2 kinds of models: * DjangoModel, describing tables in source relational database (PostgreSQL, MySQL, etc.) * ClickHouseModel, describing models in [ClickHouse](https://clickhouse.yandex/docs/en) database In order to distinguish them, I will refer them as ClickHouseModel and DjangoModel in further documentation. ## DjangoModel Django provides a [model system](https://docs.djangoproject.com/en/3.0/topics/db/models/) to interact with relational databases. In order to perform [synchronization](synchronization.md) we need to "catch" all [DML operations](https://en.wikipedia.org/wiki/Data_manipulation_language) on source django model and save information about them in [storage](storages.md). To achieve this, library introduces abstract `django_clickhouse.models.ClickHouseSyncModel` class. Each model, inherited from `ClickHouseSyncModel` will automatically save information, needed to sync to storage. Read [synchronization](synchronization.md) section for more info. `ClickHouseSyncModel` saves information about: * `Model.objects.create()`, `Model.objects.bulk_create()` * `Model.save()`, `Model.delete()` * `QuerySet.update()`, `QuerySet.delete()` * All queries of [django-pg-returning](https://pypi.org/project/django-pg-returning/) library * All queries of [django-pg-bulk-update](https://pypi.org/project/django-pg-bulk-update/) library You can also combine your custom django manager and queryset using mixins from `django_clickhouse.models` package: **Important note**: Operations are saved in [transaction.on_commit()](https://docs.djangoproject.com/en/2.2/topics/db/transactions/#django.db.transaction.on_commit). The goal is avoiding syncing operations, not committed to relational database. But this may also provide bad effect: situation, when transaction is committed, but it hasn't been registered, if something went wrong during registration. Example: ```python from django_clickhouse.models import ClickHouseSyncModel from django.db import models from datetime import date class User(ClickHouseSyncModel): first_name = models.CharField(max_length=50) age = models.IntegerField() birthday = models.DateField() # All operations will be registered to sync with ClickHouse models: User.objects.create(first_name='Alice', age=16, birthday=date(2003, 6, 1)) User(first_name='Bob', age=17, birthday=date(2002, 1, 1)).save() User.objects.update(first_name='Candy') # Custom manager ``` ## ClickHouseModel This kind of model is based on [infi.clickhouse_orm Model](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/models_and_databases.md#defining-models) and represents table in [ClickHouse database](https://clickhouse.yandex/docs/en). You should define `ClickHouseModel` subclass for each table you want to access and sync in ClickHouse. Each model should be inherited from `django_clickhouse.clickhouse_models.ClickHouseModel`. By default, models are searched in `clickhouse_models` module of each django app. You can change modules name, using setting [CLICKHOUSE_MODELS_MODULE](configuration.md#clickhouse_models_module) You can read more about creating models and fields [here](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/models_and_databases.md#defining-models): all capabilities are supported. At the same time, django-clickhouse libraries adds: * [routing attributes and methods](routing.md) * [sync attributes and methods](synchronization.md) Example: ```python from django_clickhouse.clickhouse_models import ClickHouseModel from django_clickhouse.engines import MergeTree from infi.clickhouse_orm import fields from my_app.models import User class HeightData(ClickHouseModel): django_model = User first_name = fields.StringField() birthday = fields.DateField() height = fields.Float32Field() engine = MergeTree('birthday', ('first_name', 'last_name', 'birthday')) class AgeData(ClickHouseModel): django_model = User first_name = fields.StringField() birthday = fields.DateField() age = fields.UInt32Field() engine = MergeTree('birthday', ('first_name', 'last_name', 'birthday')) ``` ### ClickHouseMultiModel In some cases you may need to sync single DjangoModel to multiple ClickHouse models. This model gives ability to reduce number of relational database operations. You can read more in [sync](synchronization.md) section. Example: ```python from django_clickhouse.clickhouse_models import ClickHouseMultiModel from my_app.models import User class MyMultiModel(ClickHouseMultiModel): django_model = User sub_models = [AgeData, HeightData] ``` ## Engines Engine is a way of storing, indexing, replicating and sorting data ClickHouse ([docs](https://clickhouse.yandex/docs/en/operations/table_engines/)). Engine system is based on [infi.clickhouse_orm engine system](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/table_engines.md#table-engines). This library extends original engine classes as each engine can have it's own synchronization mechanics. Engines are defined in `django_clickhouse.engines` module. Currently supported engines (with all infi functionality, [more info](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/table_engines.md#data-replication)): * `MergeTree` * `ReplacingMergeTree` * `SummingMergeTree` * `CollapsingMergeTree`