mirror of https://github.com/django/django.git
1137 lines
42 KiB
Plaintext
1137 lines
42 KiB
Plaintext
=========
|
||
Databases
|
||
=========
|
||
|
||
Django officially supports the following databases:
|
||
|
||
* :ref:`PostgreSQL <postgresql-notes>`
|
||
* :ref:`MariaDB <mariadb-notes>`
|
||
* :ref:`MySQL <mysql-notes>`
|
||
* :ref:`Oracle <oracle-notes>`
|
||
* :ref:`SQLite <sqlite-notes>`
|
||
|
||
There are also a number of :ref:`database backends provided by third parties
|
||
<third-party-notes>`.
|
||
|
||
Django attempts to support as many features as possible on all database
|
||
backends. However, not all database backends are alike, and we've had to make
|
||
design decisions on which features to support and which assumptions we can make
|
||
safely.
|
||
|
||
This file describes some of the features that might be relevant to Django
|
||
usage. It is not intended as a replacement for server-specific documentation or
|
||
reference manuals.
|
||
|
||
General notes
|
||
=============
|
||
|
||
.. _persistent-database-connections:
|
||
|
||
Persistent connections
|
||
----------------------
|
||
|
||
Persistent connections avoid the overhead of reestablishing a connection to
|
||
the database in each request. They're controlled by the
|
||
:setting:`CONN_MAX_AGE` parameter which defines the maximum lifetime of a
|
||
connection. It can be set independently for each database.
|
||
|
||
The default value is ``0``, preserving the historical behavior of closing the
|
||
database connection at the end of each request. To enable persistent
|
||
connections, set :setting:`CONN_MAX_AGE` to a positive integer of seconds. For
|
||
unlimited persistent connections, set it to ``None``.
|
||
|
||
Connection management
|
||
~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
Django opens a connection to the database when it first makes a database
|
||
query. It keeps this connection open and reuses it in subsequent requests.
|
||
Django closes the connection once it exceeds the maximum age defined by
|
||
:setting:`CONN_MAX_AGE` or when it isn't usable any longer.
|
||
|
||
In detail, Django automatically opens a connection to the database whenever it
|
||
needs one and doesn't have one already — either because this is the first
|
||
connection, or because the previous connection was closed.
|
||
|
||
At the beginning of each request, Django closes the connection if it has
|
||
reached its maximum age. If your database terminates idle connections after
|
||
some time, you should set :setting:`CONN_MAX_AGE` to a lower value, so that
|
||
Django doesn't attempt to use a connection that has been terminated by the
|
||
database server. (This problem may only affect very low traffic sites.)
|
||
|
||
At the end of each request, Django closes the connection if it has reached its
|
||
maximum age or if it is in an unrecoverable error state. If any database
|
||
errors have occurred while processing the requests, Django checks whether the
|
||
connection still works, and closes it if it doesn't. Thus, database errors
|
||
affect at most one request per each application's worker thread; if the
|
||
connection becomes unusable, the next request gets a fresh connection.
|
||
|
||
Setting :setting:`CONN_HEALTH_CHECKS` to ``True`` can be used to improve the
|
||
robustness of connection reuse and prevent errors when a connection has been
|
||
closed by the database server which is now ready to accept and serve new
|
||
connections, e.g. after database server restart. The health check is performed
|
||
only once per request and only if the database is being accessed during the
|
||
handling of the request.
|
||
|
||
.. versionchanged:: 4.1
|
||
|
||
The :setting:`CONN_HEALTH_CHECKS` setting was added.
|
||
|
||
Caveats
|
||
~~~~~~~
|
||
|
||
Since each thread maintains its own connection, your database must support at
|
||
least as many simultaneous connections as you have worker threads.
|
||
|
||
Sometimes a database won't be accessed by the majority of your views, for
|
||
example because it's the database of an external system, or thanks to caching.
|
||
In such cases, you should set :setting:`CONN_MAX_AGE` to a low value or even
|
||
``0``, because it doesn't make sense to maintain a connection that's unlikely
|
||
to be reused. This will help keep the number of simultaneous connections to
|
||
this database small.
|
||
|
||
The development server creates a new thread for each request it handles,
|
||
negating the effect of persistent connections. Don't enable them during
|
||
development.
|
||
|
||
When Django establishes a connection to the database, it sets up appropriate
|
||
parameters, depending on the backend being used. If you enable persistent
|
||
connections, this setup is no longer repeated every request. If you modify
|
||
parameters such as the connection's isolation level or time zone, you should
|
||
either restore Django's defaults at the end of each request, force an
|
||
appropriate value at the beginning of each request, or disable persistent
|
||
connections.
|
||
|
||
Encoding
|
||
--------
|
||
|
||
Django assumes that all databases use UTF-8 encoding. Using other encodings may
|
||
result in unexpected behavior such as "value too long" errors from your
|
||
database for data that is valid in Django. See the database specific notes
|
||
below for information on how to set up your database correctly.
|
||
|
||
.. _postgresql-notes:
|
||
|
||
PostgreSQL notes
|
||
================
|
||
|
||
Django supports PostgreSQL 12 and higher. `psycopg2`_ 2.8.4 or higher is
|
||
required, though the latest release is recommended.
|
||
|
||
.. _psycopg2: https://www.psycopg.org/
|
||
|
||
.. _postgresql-connection-settings:
|
||
|
||
PostgreSQL connection settings
|
||
-------------------------------
|
||
|
||
See :setting:`HOST` for details.
|
||
|
||
To connect using a service name from the `connection service file`_ and a
|
||
password from the `password file`_, you must specify them in the
|
||
:setting:`OPTIONS` part of your database configuration in :setting:`DATABASES`:
|
||
|
||
.. code-block:: python
|
||
:caption: ``settings.py``
|
||
|
||
DATABASES = {
|
||
'default': {
|
||
'ENGINE': 'django.db.backends.postgresql',
|
||
'OPTIONS': {
|
||
'service': 'my_service',
|
||
'passfile': '.my_pgpass',
|
||
},
|
||
}
|
||
}
|
||
|
||
.. code-block:: text
|
||
:caption: ``.pg_service.conf``
|
||
|
||
[my_service]
|
||
host=localhost
|
||
user=USER
|
||
dbname=NAME
|
||
port=5432
|
||
|
||
.. code-block:: text
|
||
:caption: ``.my_pgpass``
|
||
|
||
localhost:5432:NAME:USER:PASSWORD
|
||
|
||
.. _connection service file: https://www.postgresql.org/docs/current/libpq-pgservice.html
|
||
.. _password file: https://www.postgresql.org/docs/current/libpq-pgpass.html
|
||
|
||
.. warning::
|
||
|
||
Using a service name for testing purposes is not supported. This
|
||
:ticket:`may be implemented later <33685>`.
|
||
|
||
Optimizing PostgreSQL's configuration
|
||
-------------------------------------
|
||
|
||
Django needs the following parameters for its database connections:
|
||
|
||
- ``client_encoding``: ``'UTF8'``,
|
||
- ``default_transaction_isolation``: ``'read committed'`` by default,
|
||
or the value set in the connection options (see below),
|
||
- ``timezone``:
|
||
- when :setting:`USE_TZ` is ``True``, ``'UTC'`` by default, or the
|
||
:setting:`TIME_ZONE <DATABASE-TIME_ZONE>` value set for the connection,
|
||
- when :setting:`USE_TZ` is ``False``, the value of the global
|
||
:setting:`TIME_ZONE` setting.
|
||
|
||
If these parameters already have the correct values, Django won't set them for
|
||
every new connection, which improves performance slightly. You can configure
|
||
them directly in :file:`postgresql.conf` or more conveniently per database
|
||
user with `ALTER ROLE`_.
|
||
|
||
Django will work just fine without this optimization, but each new connection
|
||
will do some additional queries to set these parameters.
|
||
|
||
.. _ALTER ROLE: https://www.postgresql.org/docs/current/sql-alterrole.html
|
||
|
||
.. _database-isolation-level:
|
||
|
||
Isolation level
|
||
---------------
|
||
|
||
Like PostgreSQL itself, Django defaults to the ``READ COMMITTED`` `isolation
|
||
level`_. If you need a higher isolation level such as ``REPEATABLE READ`` or
|
||
``SERIALIZABLE``, set it in the :setting:`OPTIONS` part of your database
|
||
configuration in :setting:`DATABASES`::
|
||
|
||
import psycopg2.extensions
|
||
|
||
DATABASES = {
|
||
# ...
|
||
'OPTIONS': {
|
||
'isolation_level': psycopg2.extensions.ISOLATION_LEVEL_SERIALIZABLE,
|
||
},
|
||
}
|
||
|
||
.. note::
|
||
|
||
Under higher isolation levels, your application should be prepared to
|
||
handle exceptions raised on serialization failures. This option is
|
||
designed for advanced uses.
|
||
|
||
.. _isolation level: https://www.postgresql.org/docs/current/transaction-iso.html
|
||
|
||
Indexes for ``varchar`` and ``text`` columns
|
||
--------------------------------------------
|
||
|
||
When specifying ``db_index=True`` on your model fields, Django typically
|
||
outputs a single ``CREATE INDEX`` statement. However, if the database type
|
||
for the field is either ``varchar`` or ``text`` (e.g., used by ``CharField``,
|
||
``FileField``, and ``TextField``), then Django will create
|
||
an additional index that uses an appropriate `PostgreSQL operator class`_
|
||
for the column. The extra index is necessary to correctly perform
|
||
lookups that use the ``LIKE`` operator in their SQL, as is done with the
|
||
``contains`` and ``startswith`` lookup types.
|
||
|
||
.. _PostgreSQL operator class: https://www.postgresql.org/docs/current/indexes-opclass.html
|
||
|
||
Migration operation for adding extensions
|
||
-----------------------------------------
|
||
|
||
If you need to add a PostgreSQL extension (like ``hstore``, ``postgis``, etc.)
|
||
using a migration, use the
|
||
:class:`~django.contrib.postgres.operations.CreateExtension` operation.
|
||
|
||
.. _postgresql-server-side-cursors:
|
||
|
||
Server-side cursors
|
||
-------------------
|
||
|
||
When using :meth:`QuerySet.iterator()
|
||
<django.db.models.query.QuerySet.iterator>`, Django opens a :ref:`server-side
|
||
cursor <psycopg2:server-side-cursors>`. By default, PostgreSQL assumes that
|
||
only the first 10% of the results of cursor queries will be fetched. The query
|
||
planner spends less time planning the query and starts returning results
|
||
faster, but this could diminish performance if more than 10% of the results are
|
||
retrieved. PostgreSQL's assumptions on the number of rows retrieved for a
|
||
cursor query is controlled with the `cursor_tuple_fraction`_ option.
|
||
|
||
.. _cursor_tuple_fraction: https://www.postgresql.org/docs/current/runtime-config-query.html#GUC-CURSOR-TUPLE-FRACTION
|
||
|
||
.. _transaction-pooling-server-side-cursors:
|
||
|
||
Transaction pooling and server-side cursors
|
||
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
Using a connection pooler in transaction pooling mode (e.g. `PgBouncer`_)
|
||
requires disabling server-side cursors for that connection.
|
||
|
||
Server-side cursors are local to a connection and remain open at the end of a
|
||
transaction when :setting:`AUTOCOMMIT <DATABASE-AUTOCOMMIT>` is ``True``. A
|
||
subsequent transaction may attempt to fetch more results from a server-side
|
||
cursor. In transaction pooling mode, there's no guarantee that subsequent
|
||
transactions will use the same connection. If a different connection is used,
|
||
an error is raised when the transaction references the server-side cursor,
|
||
because server-side cursors are only accessible in the connection in which they
|
||
were created.
|
||
|
||
One solution is to disable server-side cursors for a connection in
|
||
:setting:`DATABASES` by setting :setting:`DISABLE_SERVER_SIDE_CURSORS
|
||
<DATABASE-DISABLE_SERVER_SIDE_CURSORS>` to ``True``.
|
||
|
||
To benefit from server-side cursors in transaction pooling mode, you could set
|
||
up :doc:`another connection to the database </topics/db/multi-db>` in order to
|
||
perform queries that use server-side cursors. This connection needs to either
|
||
be directly to the database or to a connection pooler in session pooling mode.
|
||
|
||
Another option is to wrap each ``QuerySet`` using server-side cursors in an
|
||
:func:`~django.db.transaction.atomic` block, because it disables ``autocommit``
|
||
for the duration of the transaction. This way, the server-side cursor will only
|
||
live for the duration of the transaction.
|
||
|
||
.. _PgBouncer: https://www.pgbouncer.org/
|
||
|
||
.. _manually-specified-autoincrement-pk:
|
||
|
||
Manually-specifying values of auto-incrementing primary keys
|
||
------------------------------------------------------------
|
||
|
||
Django uses PostgreSQL's identity columns to store auto-incrementing primary
|
||
keys. An identity column is populated with values from a `sequence`_ that keeps
|
||
track of the next available value. Manually assigning a value to an
|
||
auto-incrementing field doesn't update the field's sequence, which might later
|
||
cause a conflict. For example::
|
||
|
||
>>> from django.contrib.auth.models import User
|
||
>>> User.objects.create(username='alice', pk=1)
|
||
<User: alice>
|
||
>>> # The sequence hasn't been updated; its next value is 1.
|
||
>>> User.objects.create(username='bob')
|
||
...
|
||
IntegrityError: duplicate key value violates unique constraint
|
||
"auth_user_pkey" DETAIL: Key (id)=(1) already exists.
|
||
|
||
If you need to specify such values, reset the sequence afterward to avoid
|
||
reusing a value that's already in the table. The :djadmin:`sqlsequencereset`
|
||
management command generates the SQL statements to do that.
|
||
|
||
.. versionchanged:: 4.1
|
||
|
||
In older versions, PostgreSQL’s ``SERIAL`` data type was used instead of
|
||
identity columns.
|
||
|
||
.. _sequence: https://www.postgresql.org/docs/current/sql-createsequence.html
|
||
|
||
Test database templates
|
||
-----------------------
|
||
|
||
You can use the :setting:`TEST['TEMPLATE'] <TEST_TEMPLATE>` setting to specify
|
||
a `template`_ (e.g. ``'template0'``) from which to create a test database.
|
||
|
||
.. _template: https://www.postgresql.org/docs/current/sql-createdatabase.html
|
||
|
||
Speeding up test execution with non-durable settings
|
||
----------------------------------------------------
|
||
|
||
You can speed up test execution times by `configuring PostgreSQL to be
|
||
non-durable <https://www.postgresql.org/docs/current/non-durability.html>`_.
|
||
|
||
.. warning::
|
||
|
||
This is dangerous: it will make your database more susceptible to data loss
|
||
or corruption in the case of a server crash or power loss. Only use this on
|
||
a development machine where you can easily restore the entire contents of
|
||
all databases in the cluster.
|
||
|
||
.. _mariadb-notes:
|
||
|
||
MariaDB notes
|
||
=============
|
||
|
||
Django supports MariaDB 10.4 and higher.
|
||
|
||
To use MariaDB, use the MySQL backend, which is shared between the two. See the
|
||
:ref:`MySQL notes <mysql-notes>` for more details.
|
||
|
||
.. _mysql-notes:
|
||
|
||
MySQL notes
|
||
===========
|
||
|
||
Version support
|
||
---------------
|
||
|
||
Django supports MySQL 8 and higher.
|
||
|
||
Django's ``inspectdb`` feature uses the ``information_schema`` database, which
|
||
contains detailed data on all database schemas.
|
||
|
||
Django expects the database to support Unicode (UTF-8 encoding) and delegates to
|
||
it the task of enforcing transactions and referential integrity. It is important
|
||
to be aware of the fact that the two latter ones aren't actually enforced by
|
||
MySQL when using the MyISAM storage engine, see the next section.
|
||
|
||
.. _mysql-storage-engines:
|
||
|
||
Storage engines
|
||
---------------
|
||
|
||
MySQL has several `storage engines`_. You can change the default storage engine
|
||
in the server configuration.
|
||
|
||
MySQL's default storage engine is InnoDB_. This engine is fully transactional
|
||
and supports foreign key references. It's the recommended choice. However, the
|
||
InnoDB autoincrement counter is lost on a MySQL restart because it does not
|
||
remember the ``AUTO_INCREMENT`` value, instead recreating it as "max(id)+1".
|
||
This may result in an inadvertent reuse of :class:`~django.db.models.AutoField`
|
||
values.
|
||
|
||
The main drawbacks of MyISAM_ are that it doesn't support transactions or
|
||
enforce foreign-key constraints.
|
||
|
||
.. _storage engines: https://dev.mysql.com/doc/refman/en/storage-engines.html
|
||
.. _MyISAM: https://dev.mysql.com/doc/refman/en/myisam-storage-engine.html
|
||
.. _InnoDB: https://dev.mysql.com/doc/refman/en/innodb-storage-engine.html
|
||
|
||
.. _mysql-db-api-drivers:
|
||
|
||
MySQL DB API Drivers
|
||
--------------------
|
||
|
||
MySQL has a couple drivers that implement the Python Database API described in
|
||
:pep:`249`:
|
||
|
||
- `mysqlclient`_ is a native driver. It's **the recommended choice**.
|
||
- `MySQL Connector/Python`_ is a pure Python driver from Oracle that does not
|
||
require the MySQL client library or any Python modules outside the standard
|
||
library.
|
||
|
||
.. _mysqlclient: https://pypi.org/project/mysqlclient/
|
||
.. _MySQL Connector/Python: https://dev.mysql.com/downloads/connector/python/
|
||
|
||
These drivers are thread-safe and provide connection pooling.
|
||
|
||
In addition to a DB API driver, Django needs an adapter to access the database
|
||
drivers from its ORM. Django provides an adapter for mysqlclient while MySQL
|
||
Connector/Python includes `its own`_.
|
||
|
||
.. _its own: https://dev.mysql.com/doc/connector-python/en/connector-python-django-backend.html
|
||
|
||
mysqlclient
|
||
~~~~~~~~~~~
|
||
|
||
Django requires `mysqlclient`_ 1.4.0 or later.
|
||
|
||
MySQL Connector/Python
|
||
~~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
MySQL Connector/Python is available from the `download page`_.
|
||
The Django adapter is available in versions 1.1.X and later. It may not
|
||
support the most recent releases of Django.
|
||
|
||
.. _download page: https://dev.mysql.com/downloads/connector/python/
|
||
|
||
.. _mysql-time-zone-definitions:
|
||
|
||
Time zone definitions
|
||
---------------------
|
||
|
||
If you plan on using Django's :doc:`timezone support </topics/i18n/timezones>`,
|
||
use `mysql_tzinfo_to_sql`_ to load time zone tables into the MySQL database.
|
||
This needs to be done just once for your MySQL server, not per database.
|
||
|
||
.. _mysql_tzinfo_to_sql: https://dev.mysql.com/doc/refman/en/mysql-tzinfo-to-sql.html
|
||
|
||
Creating your database
|
||
----------------------
|
||
|
||
You can `create your database`_ using the command-line tools and this SQL::
|
||
|
||
CREATE DATABASE <dbname> CHARACTER SET utf8;
|
||
|
||
This ensures all tables and columns will use UTF-8 by default.
|
||
|
||
.. _create your database: https://dev.mysql.com/doc/refman/en/create-database.html
|
||
|
||
.. _mysql-collation:
|
||
|
||
Collation settings
|
||
~~~~~~~~~~~~~~~~~~
|
||
|
||
The collation setting for a column controls the order in which data is sorted
|
||
as well as what strings compare as equal. You can specify the ``db_collation``
|
||
parameter to set the collation name of the column for
|
||
:attr:`CharField <django.db.models.CharField.db_collation>` and
|
||
:attr:`TextField <django.db.models.TextField.db_collation>`.
|
||
|
||
The collation can also be set on a database-wide level and per-table. This is
|
||
`documented thoroughly`_ in the MySQL documentation. In such cases, you must
|
||
set the collation by directly manipulating the database settings or tables.
|
||
Django doesn't provide an API to change them.
|
||
|
||
.. _documented thoroughly: https://dev.mysql.com/doc/refman/en/charset.html
|
||
|
||
By default, with a UTF-8 database, MySQL will use the
|
||
``utf8_general_ci`` collation. This results in all string equality
|
||
comparisons being done in a *case-insensitive* manner. That is, ``"Fred"`` and
|
||
``"freD"`` are considered equal at the database level. If you have a unique
|
||
constraint on a field, it would be illegal to try to insert both ``"aa"`` and
|
||
``"AA"`` into the same column, since they compare as equal (and, hence,
|
||
non-unique) with the default collation. If you want case-sensitive comparisons
|
||
on a particular column or table, change the column or table to use the
|
||
``utf8_bin`` collation.
|
||
|
||
Please note that according to `MySQL Unicode Character Sets`_, comparisons for
|
||
the ``utf8_general_ci`` collation are faster, but slightly less correct, than
|
||
comparisons for ``utf8_unicode_ci``. If this is acceptable for your application,
|
||
you should use ``utf8_general_ci`` because it is faster. If this is not acceptable
|
||
(for example, if you require German dictionary order), use ``utf8_unicode_ci``
|
||
because it is more accurate.
|
||
|
||
.. _MySQL Unicode Character Sets: https://dev.mysql.com/doc/refman/en/charset-unicode-sets.html
|
||
|
||
.. warning::
|
||
|
||
Model formsets validate unique fields in a case-sensitive manner. Thus when
|
||
using a case-insensitive collation, a formset with unique field values that
|
||
differ only by case will pass validation, but upon calling ``save()``, an
|
||
``IntegrityError`` will be raised.
|
||
|
||
Connecting to the database
|
||
--------------------------
|
||
|
||
Refer to the :doc:`settings documentation </ref/settings>`.
|
||
|
||
Connection settings are used in this order:
|
||
|
||
#. :setting:`OPTIONS`.
|
||
#. :setting:`NAME`, :setting:`USER`, :setting:`PASSWORD`, :setting:`HOST`,
|
||
:setting:`PORT`
|
||
#. MySQL option files.
|
||
|
||
In other words, if you set the name of the database in :setting:`OPTIONS`,
|
||
this will take precedence over :setting:`NAME`, which would override
|
||
anything in a `MySQL option file`_.
|
||
|
||
Here's a sample configuration which uses a MySQL option file::
|
||
|
||
# settings.py
|
||
DATABASES = {
|
||
'default': {
|
||
'ENGINE': 'django.db.backends.mysql',
|
||
'OPTIONS': {
|
||
'read_default_file': '/path/to/my.cnf',
|
||
},
|
||
}
|
||
}
|
||
|
||
|
||
# my.cnf
|
||
[client]
|
||
database = NAME
|
||
user = USER
|
||
password = PASSWORD
|
||
default-character-set = utf8
|
||
|
||
Several other `MySQLdb connection options`_ may be useful, such as ``ssl``,
|
||
``init_command``, and ``sql_mode``.
|
||
|
||
.. _MySQL option file: https://dev.mysql.com/doc/refman/en/option-files.html
|
||
.. _MySQLdb connection options: https://mysqlclient.readthedocs.io/user_guide.html#functions-and-attributes
|
||
|
||
.. _mysql-sql-mode:
|
||
|
||
Setting ``sql_mode``
|
||
~~~~~~~~~~~~~~~~~~~~
|
||
|
||
The default value of the ``sql_mode`` option contains ``STRICT_TRANS_TABLES``.
|
||
That option escalates warnings into errors when data are truncated upon
|
||
insertion, so Django highly recommends activating a `strict mode`_ for MySQL to
|
||
prevent data loss (either ``STRICT_TRANS_TABLES`` or ``STRICT_ALL_TABLES``).
|
||
|
||
.. _strict mode: https://dev.mysql.com/doc/refman/en/sql-mode.html#sql-mode-strict
|
||
|
||
If you need to customize the SQL mode, you can set the ``sql_mode`` variable
|
||
like other MySQL options: either in a config file or with the entry
|
||
``'init_command': "SET sql_mode='STRICT_TRANS_TABLES'"`` in the
|
||
:setting:`OPTIONS` part of your database configuration in :setting:`DATABASES`.
|
||
|
||
.. _mysql-isolation-level:
|
||
|
||
Isolation level
|
||
~~~~~~~~~~~~~~~
|
||
|
||
When running concurrent loads, database transactions from different sessions
|
||
(say, separate threads handling different requests) may interact with each
|
||
other. These interactions are affected by each session's `transaction isolation
|
||
level`_. You can set a connection's isolation level with an
|
||
``'isolation_level'`` entry in the :setting:`OPTIONS` part of your database
|
||
configuration in :setting:`DATABASES`. Valid values for
|
||
this entry are the four standard isolation levels:
|
||
|
||
* ``'read uncommitted'``
|
||
* ``'read committed'``
|
||
* ``'repeatable read'``
|
||
* ``'serializable'``
|
||
|
||
or ``None`` to use the server's configured isolation level. However, Django
|
||
works best with and defaults to read committed rather than MySQL's default,
|
||
repeatable read. Data loss is possible with repeatable read. In particular,
|
||
you may see cases where :meth:`~django.db.models.query.QuerySet.get_or_create`
|
||
will raise an :exc:`~django.db.IntegrityError` but the object won't appear in
|
||
a subsequent :meth:`~django.db.models.query.QuerySet.get` call.
|
||
|
||
.. _transaction isolation level: https://dev.mysql.com/doc/refman/en/innodb-transaction-isolation-levels.html
|
||
|
||
Creating your tables
|
||
--------------------
|
||
|
||
When Django generates the schema, it doesn't specify a storage engine, so
|
||
tables will be created with whatever default storage engine your database
|
||
server is configured for. The easiest solution is to set your database server's
|
||
default storage engine to the desired engine.
|
||
|
||
If you're using a hosting service and can't change your server's default
|
||
storage engine, you have a couple of options.
|
||
|
||
* After the tables are created, execute an ``ALTER TABLE`` statement to
|
||
convert a table to a new storage engine (such as InnoDB)::
|
||
|
||
ALTER TABLE <tablename> ENGINE=INNODB;
|
||
|
||
This can be tedious if you have a lot of tables.
|
||
|
||
* Another option is to use the ``init_command`` option for MySQLdb prior to
|
||
creating your tables::
|
||
|
||
'OPTIONS': {
|
||
'init_command': 'SET default_storage_engine=INNODB',
|
||
}
|
||
|
||
This sets the default storage engine upon connecting to the database.
|
||
After your tables have been created, you should remove this option as it
|
||
adds a query that is only needed during table creation to each database
|
||
connection.
|
||
|
||
Table names
|
||
-----------
|
||
|
||
There are `known issues`_ in even the latest versions of MySQL that can cause the
|
||
case of a table name to be altered when certain SQL statements are executed
|
||
under certain conditions. It is recommended that you use lowercase table
|
||
names, if possible, to avoid any problems that might arise from this behavior.
|
||
Django uses lowercase table names when it auto-generates table names from
|
||
models, so this is mainly a consideration if you are overriding the table name
|
||
via the :class:`~django.db.models.Options.db_table` parameter.
|
||
|
||
.. _known issues: https://bugs.mysql.com/bug.php?id=48875
|
||
|
||
Savepoints
|
||
----------
|
||
|
||
Both the Django ORM and MySQL (when using the InnoDB :ref:`storage engine
|
||
<mysql-storage-engines>`) support database :ref:`savepoints
|
||
<topics-db-transactions-savepoints>`.
|
||
|
||
If you use the MyISAM storage engine please be aware of the fact that you will
|
||
receive database-generated errors if you try to use the :ref:`savepoint-related
|
||
methods of the transactions API <topics-db-transactions-savepoints>`. The reason
|
||
for this is that detecting the storage engine of a MySQL database/table is an
|
||
expensive operation so it was decided it isn't worth to dynamically convert
|
||
these methods in no-op's based in the results of such detection.
|
||
|
||
Notes on specific fields
|
||
------------------------
|
||
|
||
.. _mysql-character-fields:
|
||
|
||
Character fields
|
||
~~~~~~~~~~~~~~~~
|
||
|
||
Any fields that are stored with ``VARCHAR`` column types may have their
|
||
``max_length`` restricted to 255 characters if you are using ``unique=True``
|
||
for the field. This affects :class:`~django.db.models.CharField`,
|
||
:class:`~django.db.models.SlugField`. See `the MySQL documentation`_ for more
|
||
details.
|
||
|
||
.. _the MySQL documentation: https://dev.mysql.com/doc/refman/en/create-index.html#create-index-column-prefixes
|
||
|
||
``TextField`` limitations
|
||
~~~~~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
MySQL can index only the first N chars of a ``BLOB`` or ``TEXT`` column. Since
|
||
``TextField`` doesn't have a defined length, you can't mark it as
|
||
``unique=True``. MySQL will report: "BLOB/TEXT column '<db_column>' used in key
|
||
specification without a key length".
|
||
|
||
.. _mysql-fractional-seconds:
|
||
|
||
Fractional seconds support for Time and DateTime fields
|
||
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
MySQL can store fractional seconds, provided that the column definition
|
||
includes a fractional indication (e.g. ``DATETIME(6)``).
|
||
|
||
Django will not upgrade existing columns to include fractional seconds if the
|
||
database server supports it. If you want to enable them on an existing database,
|
||
it's up to you to either manually update the column on the target database, by
|
||
executing a command like::
|
||
|
||
ALTER TABLE `your_table` MODIFY `your_datetime_column` DATETIME(6)
|
||
|
||
or using a :class:`~django.db.migrations.operations.RunSQL` operation in a
|
||
:ref:`data migration <data-migrations>`.
|
||
|
||
``TIMESTAMP`` columns
|
||
~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
If you are using a legacy database that contains ``TIMESTAMP`` columns, you must
|
||
set :setting:`USE_TZ = False <USE_TZ>` to avoid data corruption.
|
||
:djadmin:`inspectdb` maps these columns to
|
||
:class:`~django.db.models.DateTimeField` and if you enable timezone support,
|
||
both MySQL and Django will attempt to convert the values from UTC to local time.
|
||
|
||
Row locking with ``QuerySet.select_for_update()``
|
||
-------------------------------------------------
|
||
|
||
MySQL and MariaDB do not support some options to the ``SELECT ... FOR UPDATE``
|
||
statement. If ``select_for_update()`` is used with an unsupported option, then
|
||
a :exc:`~django.db.NotSupportedError` is raised.
|
||
|
||
=============== ========= ==========
|
||
Option MariaDB MySQL
|
||
=============== ========= ==========
|
||
``SKIP LOCKED`` X (≥10.6) X (≥8.0.1)
|
||
``NOWAIT`` X X (≥8.0.1)
|
||
``OF`` X (≥8.0.1)
|
||
``NO KEY``
|
||
=============== ========= ==========
|
||
|
||
When using ``select_for_update()`` on MySQL, make sure you filter a queryset
|
||
against at least a set of fields contained in unique constraints or only
|
||
against fields covered by indexes. Otherwise, an exclusive write lock will be
|
||
acquired over the full table for the duration of the transaction.
|
||
|
||
Automatic typecasting can cause unexpected results
|
||
--------------------------------------------------
|
||
|
||
When performing a query on a string type, but with an integer value, MySQL will
|
||
coerce the types of all values in the table to an integer before performing the
|
||
comparison. If your table contains the values ``'abc'``, ``'def'`` and you
|
||
query for ``WHERE mycolumn=0``, both rows will match. Similarly, ``WHERE mycolumn=1``
|
||
will match the value ``'abc1'``. Therefore, string type fields included in Django
|
||
will always cast the value to a string before using it in a query.
|
||
|
||
If you implement custom model fields that inherit from
|
||
:class:`~django.db.models.Field` directly, are overriding
|
||
:meth:`~django.db.models.Field.get_prep_value`, or use
|
||
:class:`~django.db.models.expressions.RawSQL`,
|
||
:meth:`~django.db.models.query.QuerySet.extra`, or
|
||
:meth:`~django.db.models.Manager.raw`, you should ensure that you perform
|
||
appropriate typecasting.
|
||
|
||
.. _sqlite-notes:
|
||
|
||
SQLite notes
|
||
============
|
||
|
||
Django supports SQLite 3.9.0 and later.
|
||
|
||
SQLite_ provides an excellent development alternative for applications that
|
||
are predominantly read-only or require a smaller installation footprint. As
|
||
with all database servers, though, there are some differences that are
|
||
specific to SQLite that you should be aware of.
|
||
|
||
.. _SQLite: https://www.sqlite.org/
|
||
|
||
.. _sqlite-string-matching:
|
||
|
||
Substring matching and case sensitivity
|
||
---------------------------------------
|
||
|
||
For all SQLite versions, there is some slightly counter-intuitive behavior when
|
||
attempting to match some types of strings. These are triggered when using the
|
||
:lookup:`iexact` or :lookup:`contains` filters in Querysets. The behavior
|
||
splits into two cases:
|
||
|
||
1. For substring matching, all matches are done case-insensitively. That is a
|
||
filter such as ``filter(name__contains="aa")`` will match a name of ``"Aabb"``.
|
||
|
||
2. For strings containing characters outside the ASCII range, all exact string
|
||
matches are performed case-sensitively, even when the case-insensitive options
|
||
are passed into the query. So the :lookup:`iexact` filter will behave exactly
|
||
the same as the :lookup:`exact` filter in these cases.
|
||
|
||
Some possible workarounds for this are `documented at sqlite.org`_, but they
|
||
aren't utilized by the default SQLite backend in Django, as incorporating them
|
||
would be fairly difficult to do robustly. Thus, Django exposes the default
|
||
SQLite behavior and you should be aware of this when doing case-insensitive or
|
||
substring filtering.
|
||
|
||
.. _documented at sqlite.org: https://www.sqlite.org/faq.html#q18
|
||
|
||
.. _sqlite-decimal-handling:
|
||
|
||
Decimal handling
|
||
----------------
|
||
|
||
SQLite has no real decimal internal type. Decimal values are internally
|
||
converted to the ``REAL`` data type (8-byte IEEE floating point number), as
|
||
explained in the `SQLite datatypes documentation`__, so they don't support
|
||
correctly-rounded decimal floating point arithmetic.
|
||
|
||
__ https://www.sqlite.org/datatype3.html#storage_classes_and_datatypes
|
||
|
||
"Database is locked" errors
|
||
---------------------------
|
||
|
||
SQLite is meant to be a lightweight database, and thus can't support a high
|
||
level of concurrency. ``OperationalError: database is locked`` errors indicate
|
||
that your application is experiencing more concurrency than ``sqlite`` can
|
||
handle in default configuration. This error means that one thread or process has
|
||
an exclusive lock on the database connection and another thread timed out
|
||
waiting for the lock the be released.
|
||
|
||
Python's SQLite wrapper has
|
||
a default timeout value that determines how long the second thread is allowed to
|
||
wait on the lock before it times out and raises the ``OperationalError: database
|
||
is locked`` error.
|
||
|
||
If you're getting this error, you can solve it by:
|
||
|
||
* Switching to another database backend. At a certain point SQLite becomes
|
||
too "lite" for real-world applications, and these sorts of concurrency
|
||
errors indicate you've reached that point.
|
||
|
||
* Rewriting your code to reduce concurrency and ensure that database
|
||
transactions are short-lived.
|
||
|
||
* Increase the default timeout value by setting the ``timeout`` database
|
||
option::
|
||
|
||
'OPTIONS': {
|
||
# ...
|
||
'timeout': 20,
|
||
# ...
|
||
}
|
||
|
||
This will make SQLite wait a bit longer before throwing "database is locked"
|
||
errors; it won't really do anything to solve them.
|
||
|
||
``QuerySet.select_for_update()`` not supported
|
||
----------------------------------------------
|
||
|
||
SQLite does not support the ``SELECT ... FOR UPDATE`` syntax. Calling it will
|
||
have no effect.
|
||
|
||
"pyformat" parameter style in raw queries not supported
|
||
-------------------------------------------------------
|
||
|
||
For most backends, raw queries (``Manager.raw()`` or ``cursor.execute()``)
|
||
can use the "pyformat" parameter style, where placeholders in the query
|
||
are given as ``'%(name)s'`` and the parameters are passed as a dictionary
|
||
rather than a list. SQLite does not support this.
|
||
|
||
.. _sqlite-isolation:
|
||
|
||
Isolation when using ``QuerySet.iterator()``
|
||
--------------------------------------------
|
||
|
||
There are special considerations described in `Isolation In SQLite`_ when
|
||
modifying a table while iterating over it using :meth:`.QuerySet.iterator`. If
|
||
a row is added, changed, or deleted within the loop, then that row may or may
|
||
not appear, or may appear twice, in subsequent results fetched from the
|
||
iterator. Your code must handle this.
|
||
|
||
.. _`Isolation in SQLite`: https://www.sqlite.org/isolation.html
|
||
|
||
.. _sqlite-json1:
|
||
|
||
Enabling JSON1 extension on SQLite
|
||
----------------------------------
|
||
|
||
To use :class:`~django.db.models.JSONField` on SQLite, you need to enable the
|
||
`JSON1 extension`_ on Python's :py:mod:`sqlite3` library. If the extension is
|
||
not enabled on your installation, a system error (``fields.E180``) will be
|
||
raised.
|
||
|
||
To enable the JSON1 extension you can follow the instruction on
|
||
`the wiki page`_.
|
||
|
||
.. _JSON1 extension: https://www.sqlite.org/json1.html
|
||
.. _the wiki page: https://code.djangoproject.com/wiki/JSON1Extension
|
||
|
||
.. _oracle-notes:
|
||
|
||
Oracle notes
|
||
============
|
||
|
||
Django supports `Oracle Database Server`_ versions 19c and higher. Version 7.0
|
||
or higher of the `cx_Oracle`_ Python driver is required.
|
||
|
||
.. _`Oracle Database Server`: https://www.oracle.com/
|
||
.. _`cx_Oracle`: https://oracle.github.io/python-cx_Oracle/
|
||
|
||
In order for the ``python manage.py migrate`` command to work, your Oracle
|
||
database user must have privileges to run the following commands:
|
||
|
||
* CREATE TABLE
|
||
* CREATE SEQUENCE
|
||
* CREATE PROCEDURE
|
||
* CREATE TRIGGER
|
||
|
||
To run a project's test suite, the user usually needs these *additional*
|
||
privileges:
|
||
|
||
* CREATE USER
|
||
* ALTER USER
|
||
* DROP USER
|
||
* CREATE TABLESPACE
|
||
* DROP TABLESPACE
|
||
* CREATE SESSION WITH ADMIN OPTION
|
||
* CREATE TABLE WITH ADMIN OPTION
|
||
* CREATE SEQUENCE WITH ADMIN OPTION
|
||
* CREATE PROCEDURE WITH ADMIN OPTION
|
||
* CREATE TRIGGER WITH ADMIN OPTION
|
||
|
||
While the ``RESOURCE`` role has the required ``CREATE TABLE``,
|
||
``CREATE SEQUENCE``, ``CREATE PROCEDURE``, and ``CREATE TRIGGER`` privileges,
|
||
and a user granted ``RESOURCE WITH ADMIN OPTION`` can grant ``RESOURCE``, such
|
||
a user cannot grant the individual privileges (e.g. ``CREATE TABLE``), and thus
|
||
``RESOURCE WITH ADMIN OPTION`` is not usually sufficient for running tests.
|
||
|
||
Some test suites also create views or materialized views; to run these, the
|
||
user also needs ``CREATE VIEW WITH ADMIN OPTION`` and
|
||
``CREATE MATERIALIZED VIEW WITH ADMIN OPTION`` privileges. In particular, this
|
||
is needed for Django's own test suite.
|
||
|
||
All of these privileges are included in the DBA role, which is appropriate
|
||
for use on a private developer's database.
|
||
|
||
The Oracle database backend uses the ``SYS.DBMS_LOB`` and ``SYS.DBMS_RANDOM``
|
||
packages, so your user will require execute permissions on it. It's normally
|
||
accessible to all users by default, but in case it is not, you'll need to grant
|
||
permissions like so:
|
||
|
||
.. code-block:: sql
|
||
|
||
GRANT EXECUTE ON SYS.DBMS_LOB TO user;
|
||
GRANT EXECUTE ON SYS.DBMS_RANDOM TO user;
|
||
|
||
Connecting to the database
|
||
--------------------------
|
||
|
||
To connect using the service name of your Oracle database, your ``settings.py``
|
||
file should look something like this::
|
||
|
||
DATABASES = {
|
||
'default': {
|
||
'ENGINE': 'django.db.backends.oracle',
|
||
'NAME': 'xe',
|
||
'USER': 'a_user',
|
||
'PASSWORD': 'a_password',
|
||
'HOST': '',
|
||
'PORT': '',
|
||
}
|
||
}
|
||
|
||
|
||
In this case, you should leave both :setting:`HOST` and :setting:`PORT` empty.
|
||
However, if you don't use a ``tnsnames.ora`` file or a similar naming method
|
||
and want to connect using the SID ("xe" in this example), then fill in both
|
||
:setting:`HOST` and :setting:`PORT` like so::
|
||
|
||
DATABASES = {
|
||
'default': {
|
||
'ENGINE': 'django.db.backends.oracle',
|
||
'NAME': 'xe',
|
||
'USER': 'a_user',
|
||
'PASSWORD': 'a_password',
|
||
'HOST': 'dbprod01ned.mycompany.com',
|
||
'PORT': '1540',
|
||
}
|
||
}
|
||
|
||
You should either supply both :setting:`HOST` and :setting:`PORT`, or leave
|
||
both as empty strings. Django will use a different connect descriptor depending
|
||
on that choice.
|
||
|
||
Full DSN and Easy Connect
|
||
~~~~~~~~~~~~~~~~~~~~~~~~~
|
||
|
||
A Full DSN or Easy Connect string can be used in :setting:`NAME` if both
|
||
:setting:`HOST` and :setting:`PORT` are empty. This format is required when
|
||
using RAC or pluggable databases without ``tnsnames.ora``, for example.
|
||
|
||
Example of an Easy Connect string::
|
||
|
||
'NAME': 'localhost:1521/orclpdb1',
|
||
|
||
Example of a full DSN string::
|
||
|
||
'NAME': (
|
||
'(DESCRIPTION=(ADDRESS=(PROTOCOL=TCP)(HOST=localhost)(PORT=1521))'
|
||
'(CONNECT_DATA=(SERVICE_NAME=orclpdb1)))'
|
||
),
|
||
|
||
Threaded option
|
||
---------------
|
||
|
||
If you plan to run Django in a multithreaded environment (e.g. Apache using the
|
||
default MPM module on any modern operating system), then you **must** set
|
||
the ``threaded`` option of your Oracle database configuration to ``True``::
|
||
|
||
'OPTIONS': {
|
||
'threaded': True,
|
||
},
|
||
|
||
Failure to do this may result in crashes and other odd behavior.
|
||
|
||
INSERT ... RETURNING INTO
|
||
-------------------------
|
||
|
||
By default, the Oracle backend uses a ``RETURNING INTO`` clause to efficiently
|
||
retrieve the value of an ``AutoField`` when inserting new rows. This behavior
|
||
may result in a ``DatabaseError`` in certain unusual setups, such as when
|
||
inserting into a remote table, or into a view with an ``INSTEAD OF`` trigger.
|
||
The ``RETURNING INTO`` clause can be disabled by setting the
|
||
``use_returning_into`` option of the database configuration to ``False``::
|
||
|
||
'OPTIONS': {
|
||
'use_returning_into': False,
|
||
},
|
||
|
||
In this case, the Oracle backend will use a separate ``SELECT`` query to
|
||
retrieve ``AutoField`` values.
|
||
|
||
Naming issues
|
||
-------------
|
||
|
||
Oracle imposes a name length limit of 30 characters. To accommodate this, the
|
||
backend truncates database identifiers to fit, replacing the final four
|
||
characters of the truncated name with a repeatable MD5 hash value.
|
||
Additionally, the backend turns database identifiers to all-uppercase.
|
||
|
||
To prevent these transformations (this is usually required only when dealing
|
||
with legacy databases or accessing tables which belong to other users), use
|
||
a quoted name as the value for ``db_table``::
|
||
|
||
class LegacyModel(models.Model):
|
||
class Meta:
|
||
db_table = '"name_left_in_lowercase"'
|
||
|
||
class ForeignModel(models.Model):
|
||
class Meta:
|
||
db_table = '"OTHER_USER"."NAME_ONLY_SEEMS_OVER_30"'
|
||
|
||
Quoted names can also be used with Django's other supported database
|
||
backends; except for Oracle, however, the quotes have no effect.
|
||
|
||
When running ``migrate``, an ``ORA-06552`` error may be encountered if
|
||
certain Oracle keywords are used as the name of a model field or the
|
||
value of a ``db_column`` option. Django quotes all identifiers used
|
||
in queries to prevent most such problems, but this error can still
|
||
occur when an Oracle datatype is used as a column name. In
|
||
particular, take care to avoid using the names ``date``,
|
||
``timestamp``, ``number`` or ``float`` as a field name.
|
||
|
||
.. _oracle-null-empty-strings:
|
||
|
||
NULL and empty strings
|
||
----------------------
|
||
|
||
Django generally prefers to use the empty string (``''``) rather than
|
||
``NULL``, but Oracle treats both identically. To get around this, the
|
||
Oracle backend ignores an explicit ``null`` option on fields that
|
||
have the empty string as a possible value and generates DDL as if
|
||
``null=True``. When fetching from the database, it is assumed that
|
||
a ``NULL`` value in one of these fields really means the empty
|
||
string, and the data is silently converted to reflect this assumption.
|
||
|
||
``TextField`` limitations
|
||
-------------------------
|
||
|
||
The Oracle backend stores ``TextFields`` as ``NCLOB`` columns. Oracle imposes
|
||
some limitations on the usage of such LOB columns in general:
|
||
|
||
* LOB columns may not be used as primary keys.
|
||
|
||
* LOB columns may not be used in indexes.
|
||
|
||
* LOB columns may not be used in a ``SELECT DISTINCT`` list. This means that
|
||
attempting to use the ``QuerySet.distinct`` method on a model that
|
||
includes ``TextField`` columns will result in an ``ORA-00932`` error when
|
||
run against Oracle. As a workaround, use the ``QuerySet.defer`` method in
|
||
conjunction with ``distinct()`` to prevent ``TextField`` columns from being
|
||
included in the ``SELECT DISTINCT`` list.
|
||
|
||
.. _subclassing-database-backends:
|
||
|
||
Subclassing the built-in database backends
|
||
==========================================
|
||
|
||
Django comes with built-in database backends. You may subclass an existing
|
||
database backends to modify its behavior, features, or configuration.
|
||
|
||
Consider, for example, that you need to change a single database feature.
|
||
First, you have to create a new directory with a ``base`` module in it. For
|
||
example::
|
||
|
||
mysite/
|
||
...
|
||
mydbengine/
|
||
__init__.py
|
||
base.py
|
||
|
||
The ``base.py`` module must contain a class named ``DatabaseWrapper`` that
|
||
subclasses an existing engine from the ``django.db.backends`` module. Here's an
|
||
example of subclassing the PostgreSQL engine to change a feature class
|
||
``allows_group_by_selected_pks_on_model``:
|
||
|
||
.. code-block:: python
|
||
:caption: ``mysite/mydbengine/base.py``
|
||
|
||
from django.db.backends.postgresql import base, features
|
||
|
||
class DatabaseFeatures(features.DatabaseFeatures):
|
||
def allows_group_by_selected_pks_on_model(self, model):
|
||
return True
|
||
|
||
class DatabaseWrapper(base.DatabaseWrapper):
|
||
features_class = DatabaseFeatures
|
||
|
||
Finally, you must specify a :setting:`DATABASE-ENGINE` in your ``settings.py``
|
||
file::
|
||
|
||
DATABASES = {
|
||
'default': {
|
||
'ENGINE': 'mydbengine',
|
||
...
|
||
},
|
||
}
|
||
|
||
You can see the current list of database engines by looking in
|
||
:source:`django/db/backends`.
|
||
|
||
.. _third-party-notes:
|
||
|
||
Using a 3rd-party database backend
|
||
==================================
|
||
|
||
In addition to the officially supported databases, there are backends provided
|
||
by 3rd parties that allow you to use other databases with Django:
|
||
|
||
* `CockroachDB`_
|
||
* `Firebird`_
|
||
* `Google Cloud Spanner`_
|
||
* `Microsoft SQL Server`_
|
||
* `TiDB`_
|
||
* `YugabyteDB`_
|
||
|
||
The Django versions and ORM features supported by these unofficial backends
|
||
vary considerably. Queries regarding the specific capabilities of these
|
||
unofficial backends, along with any support queries, should be directed to
|
||
the support channels provided by each 3rd party project.
|
||
|
||
.. _CockroachDB: https://pypi.org/project/django-cockroachdb/
|
||
.. _Firebird: https://pypi.org/project/django-firebird/
|
||
.. _Google Cloud Spanner: https://pypi.org/project/django-google-spanner/
|
||
.. _Microsoft SQL Server: https://pypi.org/project/mssql-django/
|
||
.. _TiDB: https://pypi.org/project/django-tidb/
|
||
.. _YugabyteDB: https://pypi.org/project/django-yugabytedb/
|