3.5 KiB
Database routing
One of this libraries goals was to create easy and extendable automatic database routing.
Motivation
In original infi.clickhouse-orm
you had to explicitly create Database objects
and set database to each query with objects_in(db)
method.
But common projects use a quite little number of database connections.
As a result, it's easier to setup routing once and use it as django does.
Unlike traditional relational databases, ClickHouse
has per table replication.
This means that:
- Each model can have it's own replication scheme
- Some migration queries are replicated automatically, others - not.
- To make system more extendable we need default routing, per model routing and router class for complex cases.
Introduction
All database connections are defined in CLICKHOUSE_DATABASES setting. Each connection has it's alias name to refer with. If no routing is configured, CLICKHOUSE_DEFAULT_DB_ALIAS is used.
Router
Router is a class, defining 3 methods:
def db_for_read(self, model: ClickHouseModel, **hints) -> str
Returnsdatabase alias
to use for givenmodel
forSELECT
queries.def db_for_write(self, model: ClickHouseModel, **hints) -> str
Returnsdatabase alias
to use for givenmodel
forINSERT
queries.def allow_migrate(self, db_alias: str, app_label: str, operation: Operation, model: Optional[ClickHouseModel] = None, **hints: dict) -> bool
Checks if migrationoperation
should be applied in django applicationapp_label
on databasedb_alias
. Optionalmodel
field can be used to determine migrations on concrete model.
By default CLICKHOUSE_DATABASE_ROUTER is used. It gets routing information from model fields, described below.
ClickHouseModel routing attributes
Default database router reads routing settings from model attributes.
from django_clickhouse.configuration import config
from django_clickhouse.clickhouse_models import ClickHouseModel
class MyModel(ClickHouseModel):
# Servers, model is replicated to.
# Router takes random database to read or write from.
read_db_aliases = (config.DEFAULT_DB_ALIAS,)
write_db_aliases = (config.DEFAULT_DB_ALIAS,)
# Databases to perform replicated migration queries, such as ALTER TABLE.
# Migration is applied to random database from the list.
migrate_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
# Databases to perform non-replicated migrations (CREATE TABLE, DROP TABLE).
# Migration is applied to all databases from the list.
migrate_non_replicated_db_aliases = (config.DEFAULT_DB_ALIAS,)
Settings database in QuerySet
Database can be set in each QuerySet explicitly by using one of methods:
- With infi approach:
MyModel.objects_in(db_object).filter(id__in=[1,2,3]).count()
- With
using()
method:MyModel.objects.filter(id__in=[1,2,3]).using(db_alias).count()
If no explicit database is provided, database connection to use is determined lazily with router's db_for_read
or db_for_write
method, depending on query type.