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Added some docs
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* [Requirements](basic_information.md#requirements)
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* [Requirements](basic_information.md#requirements)
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* [Installation](basic_information.md#installation)
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* [Installation](basic_information.md#installation)
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* Usage
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* Usage
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* [Models](models.md)
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* [DjangoModel](models.md#DjangoModel)
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* [ClickHouseModel](models.md#ClickHouseModel)
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* [Making queries](queries.md)
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* [Database routing](routing.md)
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* [Migrations](migrations.md)
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* [Synchronization](synchronization.md)
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* [Storages](storages.md)
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* [Storages](storages.md)
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* [RedisStorage](storages.md#redis_storage)
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* [RedisStorage](storages.md#redis_storage)
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docs/migrations.md
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docs/migrations.md
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# Migrations
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Migration system is based on
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docs/models.md
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docs/models.md
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# Models
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Model is a pythonic class representing database table in your code.
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It also defined an interface (methods) to perform operations on this table
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and describes its configuration inside framework.
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This library operates 2 kinds of models:
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* Django model, describing tables in source relational model
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* ClickHouseModel, describing models in [ClickHouse](https://clickhouse.yandex/docs/en) database
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In order to distinguish them, I will refer them as ClickHouseModel and DjangoModel in further documentation.
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## DjangoModel
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Django provides a [model system](https://docs.djangoproject.com/en/2.2/topics/db/models/)
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to interact with relational databases.
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In order to perform [synchronization](synchronization.md) we need to "catch" all DML operations
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on source django model and save information about it in [storage](storages.md).
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To achieve this library introduces abstract `django_clickhouse.models.ClickHouseSyncModel` class.
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Each model, inherited from `ClickHouseSyncModel` will automatically save information, needed to sync to storage.
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Read [synchronization](synchronization.md) section for more info.
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`ClickHouseSyncModel` saves information about:
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* `Model.objects.create()`, `Model.objects.bulk_create()`
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* `Model.save()`, `Model.delete()`
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* `QuerySet.update()`, `QuerySet.delete()`
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* All queries of [django-pg-returning](https://pypi.org/project/django-pg-returning/) library
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* All queries of [django-pg-bulk-update](https://pypi.org/project/django-pg-bulk-update/) library
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You can also combine your custom django manager and queryset using mixins from `django_clickhouse.models` package.
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**Important note**: Operations are saved in [transaction.on_commit()](https://docs.djangoproject.com/en/2.2/topics/db/transactions/#django.db.transaction.on_commit).
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The goal is avoiding syncing operations, not committed to relational database.
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But this may also provide bad effect: situation, when transaction is committed,
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but it hasn't been registered, if something went wrong during registration.
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Example:
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```python
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from django_clickhouse.models import ClickHouseSyncModel
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from django.db import models
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from datetime import date
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class User(ClickHouseSyncModel):
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first_name = models.CharField(max_length=50)
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age = models.IntegerField()
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birthday = models.DateField()
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# All operations will be registered to sync with ClickHouse models:
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MyModel.objects.create(first_name='Alice', age=16, , birthday=date(2003, 6, 1))
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MyModel(first_name='Bob', age=17, birthday=date(2002, 1, 1)).save()
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MyModel.objects.update(first_name='Candy')
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```
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## ClickHouseModel
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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)
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and represents table in [ClickHouse database](https://clickhouse.yandex/docs/en).
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You should define `ClickHouseModel` subclass for each table you want to access and sync in ClickHouse.
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Each model should be inherited from `django_clickhouse.clickhouse_models.ClickHouseModel`.
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By default, models are searched in `clickhouse_models` module of each django app.
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You can change modules name, using stting [CLICKHOUSE_MODELS_MODULE](configuration.md#models_module)
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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):
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all capabilites are supported. At the same time, django-clickhouse libraries adds:
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* [routing attributes and methods](routing.md)
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* [sync attributes and methods](synchronization.md)
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Example:
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```python
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from django_clickhouse.clickhouse_models import ClickHouseModel
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from django_clickhouse.engines import MergeTree
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from infi.clickhouse_orm import fields
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class HeightData(ClickHouseModel):
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django_model = User
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first_name = fields.StringField()
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birthday = fields.DateField()
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height = fields.Float32Field()
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engine = MergeTree('birthday', ('first_name', 'last_name', 'birthday'))
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class AgeData(ClickHouseModel):
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django_model = User
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first_name = fields.StringField()
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birthday = fields.DateField()
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age = fields.IntegerField()
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engine = MergeTree('birthday', ('first_name', 'last_name', 'birthday'))
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```
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### ClickHouseMultiModel
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In some cases you may need to sync single DjangoModel to multiple ClickHouse models.
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This model gives ability to reduce number of relational database operations.
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You can read more in [sync](synchronization.md) section.
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Example:
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```python
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from django_clickhouse.clickhouse_models import ClickHouseMultiModel
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class MyMultiModel(ClickHouseMultiModel):
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django_model = User
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sub_models = [AgeData, HeightData]
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```
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## Engines
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Engine is a way of storing, indexing, replicating and sorting data in [ClickHouse](https://clickhouse.yandex/docs/en/operations/table_engines/).
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Engine system is based on [infi.clickhouse_orm](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/table_engines.md#table-engines).
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django-clickhouse extends original engine classes, as each engine can have it's own synchronization mechanics.
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Engines are defined in `django_clickhouse.engines` module.
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# Making queries
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Libraries query system extends [infi.clickhouse-orm](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/querysets.md).
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TODO
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# Database routing
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One of this libraries goals was to create easy and extendable automatic database routing.
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## Motivation
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In original [infi.clickhouse-orm](https://github.com/Infinidat/infi.clickhouse_orm)
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you had to explicitly create [Database](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/models_and_databases.md#inserting-to-the-database) objects
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and set database to each query with `objects_in(db)` method.
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But common projects use a quite little number of database connections.
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As a result, it's easier to setup routing once and use it as [django](https://docs.djangoproject.com/en/2.2/topics/db/multi-db/) does.
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Unlike traditional relational databases, [ClickHouse](https://clickhouse.yandex/docs/en/)
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has per table replication.
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This means that:
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1) Each model can have it's own replication scheme
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2) Some migration queries are replicated automatically, others - not.
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3) To make system more extendable we need default routing, per model routing and router class for complex cases.
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## Introduction
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All database connections are defined in [CLICKHOUSE_DATABASES](configuration.md#databases) setting.
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Each connection has it's alias name to refer with.
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If no routing is configured, [CLICKHOUSE_DEFAULT_DB_ALIAS](configuration.md#default_db_alias) is used.
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## Router
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Router is a class, defining 3 methods:
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* `def db_for_read(self, model: ClickHouseModel, **hints) -> str`
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Returns `database alias` to use for given `model` for `SELECT` queries.
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* `def db_for_write(self, model: ClickHouseModel, **hints) -> str`
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Returns `database alias` to use for given `model` for `INSERT` queries.
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* `def allow_migrate(self, db_alias: str, app_label: str, operation: Operation, model: Optional[ClickHouseModel] = None, **hints: dict) -> bool`
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Checks if migration `operation` should be applied in django application `app_label` on database `db_alias`.
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Optional `model` field can be used to determine migrations on concrete model.
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By default [CLICKHOUSE_DATABASE_ROUTER](configuration.md#database_router) is used.
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It gets routing information from model fields, described below.
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## ClickHouseModel routing attributes
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Default database router reads routing settings from model attributes.
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```python
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from django_clickhouse.configuration import config
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from django_clickhouse.clickhouse_models import ClickHouseModel
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class MyModel(ClickHouseModel):
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# Servers, model is replicated to.
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# Router takes random database to read or write from.
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read_db_aliases = (config.DEFAULT_DB_ALIAS,)
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write_db_aliases = (config.DEFAULT_DB_ALIAS,)
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# Databases to perform replicated migration queries, such as ALTER TABLE.
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# Migration is applied to random database from the list.
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migrate_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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# Databases to perform non-replicated migrations (CREATE TABLE, DROP TABLE).
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# Migration is applied to all databases from the list.
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migrate_non_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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```
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## Settings database in QuerySet
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Database can be set in each [QuerySet](# TODO) explicitly by using one of methods:
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* With [infi approach](https://github.com/Infinidat/infi.clickhouse_orm/blob/develop/docs/querysets.md#querysets): `MyModel.objects_in(db_object).filter(id__in=[1,2,3]).count()`
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* With `using()` method: `MyModel.objects.filter(id__in=[1,2,3]).using(db_alias).count()`
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If no explicit database is provided, database connection to use is determined lazily with router's `db_for_read` or `db_for_write`
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method, depending on query type.
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# Synchronization
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# Usage
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django_model = None
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django_model = None
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django_model_serializer = Django2ClickHouseModelSerializer
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django_model_serializer = Django2ClickHouseModelSerializer
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# Servers, model is replicated to.
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# Router takes random database to read or write from.
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read_db_aliases = (config.DEFAULT_DB_ALIAS,)
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read_db_aliases = (config.DEFAULT_DB_ALIAS,)
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write_db_aliases = (config.DEFAULT_DB_ALIAS,)
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write_db_aliases = (config.DEFAULT_DB_ALIAS,)
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# Databases to perform replicated migration queries, such as ALTER TABLE.
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# Migration is applied to random database from the list.
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migrate_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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migrate_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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# Databases to perform non-replicated migrations (CREATE TABLE, DROP TABLE).
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# Migration is applied to all databases from the list.
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migrate_non_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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migrate_non_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
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sync_enabled = False
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sync_enabled = False
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model_class = getattr(op, 'model_class', None)
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model_class = getattr(op, 'model_class', None)
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hints = getattr(op, 'hints', {})
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hints = getattr(op, 'hints', {})
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if db_router.allow_migrate(db_alias, self.__module__, op, model=model_class, **hints):
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if db_router.allow_migrate(db_alias, self.__module__, op, model_class, **hints):
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op.apply(database)
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op.apply(database)
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