database-functions.txt 59 KB

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  1. ==================
  2. Database Functions
  3. ==================
  4. .. module:: django.db.models.functions
  5. :synopsis: Database Functions
  6. The classes documented below provide a way for users to use functions provided
  7. by the underlying database as annotations, aggregations, or filters in Django.
  8. Functions are also :doc:`expressions <expressions>`, so they can be used and
  9. combined with other expressions like :ref:`aggregate functions
  10. <aggregation-functions>`.
  11. We'll be using the following model in examples of each function::
  12. class Author(models.Model):
  13. name = models.CharField(max_length=50)
  14. age = models.PositiveIntegerField(null=True, blank=True)
  15. alias = models.CharField(max_length=50, null=True, blank=True)
  16. goes_by = models.CharField(max_length=50, null=True, blank=True)
  17. We don't usually recommend allowing ``null=True`` for ``CharField`` since this
  18. allows the field to have two "empty values", but it's important for the
  19. ``Coalesce`` example below.
  20. .. _comparison-functions:
  21. Comparison and conversion functions
  22. ===================================
  23. ``Cast``
  24. --------
  25. .. class:: Cast(expression, output_field)
  26. Forces the result type of ``expression`` to be the one from ``output_field``.
  27. Usage example:
  28. .. code-block:: pycon
  29. >>> from django.db.models import FloatField
  30. >>> from django.db.models.functions import Cast
  31. >>> Author.objects.create(age=25, name='Margaret Smith')
  32. >>> author = Author.objects.annotate(
  33. ... age_as_float=Cast('age', output_field=FloatField()),
  34. ... ).get()
  35. >>> print(author.age_as_float)
  36. 25.0
  37. ``Coalesce``
  38. ------------
  39. .. class:: Coalesce(*expressions, **extra)
  40. Accepts a list of at least two field names or expressions and returns the
  41. first non-null value (note that an empty string is not considered a null
  42. value). Each argument must be of a similar type, so mixing text and numbers
  43. will result in a database error.
  44. Usage examples:
  45. .. code-block:: pycon
  46. >>> # Get a screen name from least to most public
  47. >>> from django.db.models import Sum
  48. >>> from django.db.models.functions import Coalesce
  49. >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
  50. >>> author = Author.objects.annotate(
  51. ... screen_name=Coalesce('alias', 'goes_by', 'name')).get()
  52. >>> print(author.screen_name)
  53. Maggie
  54. >>> # Prevent an aggregate Sum() from returning None
  55. >>> # The aggregate default argument uses Coalesce() under the hood.
  56. >>> aggregated = Author.objects.aggregate(
  57. ... combined_age=Sum('age'),
  58. ... combined_age_default=Sum('age', default=0),
  59. ... combined_age_coalesce=Coalesce(Sum('age'), 0),
  60. ... )
  61. >>> print(aggregated['combined_age'])
  62. None
  63. >>> print(aggregated['combined_age_default'])
  64. 0
  65. >>> print(aggregated['combined_age_coalesce'])
  66. 0
  67. .. warning::
  68. A Python value passed to ``Coalesce`` on MySQL may be converted to an
  69. incorrect type unless explicitly cast to the correct database type:
  70. >>> from django.db.models import DateTimeField
  71. >>> from django.db.models.functions import Cast, Coalesce
  72. >>> from django.utils import timezone
  73. >>> now = timezone.now()
  74. >>> Coalesce('updated', Cast(now, DateTimeField()))
  75. ``Collate``
  76. -----------
  77. .. class:: Collate(expression, collation)
  78. Takes an expression and a collation name to query against.
  79. For example, to filter case-insensitively in SQLite:
  80. .. code-block:: pycon
  81. >>> Author.objects.filter(name=Collate(Value('john'), 'nocase'))
  82. <QuerySet [<Author: John>, <Author: john>]>
  83. It can also be used when ordering, for example with PostgreSQL:
  84. .. code-block:: pycon
  85. >>> Author.objects.order_by(Collate('name', 'et-x-icu'))
  86. <QuerySet [<Author: Ursula>, <Author: Veronika>, <Author: Ülle>]>
  87. ``Greatest``
  88. ------------
  89. .. class:: Greatest(*expressions, **extra)
  90. Accepts a list of at least two field names or expressions and returns the
  91. greatest value. Each argument must be of a similar type, so mixing text and
  92. numbers will result in a database error.
  93. Usage example::
  94. class Blog(models.Model):
  95. body = models.TextField()
  96. modified = models.DateTimeField(auto_now=True)
  97. class Comment(models.Model):
  98. body = models.TextField()
  99. modified = models.DateTimeField(auto_now=True)
  100. blog = models.ForeignKey(Blog, on_delete=models.CASCADE)
  101. .. code-block:: pycon
  102. >>> from django.db.models.functions import Greatest
  103. >>> blog = Blog.objects.create(body='Greatest is the best.')
  104. >>> comment = Comment.objects.create(body='No, Least is better.', blog=blog)
  105. >>> comments = Comment.objects.annotate(last_updated=Greatest('modified', 'blog__modified'))
  106. >>> annotated_comment = comments.get()
  107. ``annotated_comment.last_updated`` will be the most recent of ``blog.modified``
  108. and ``comment.modified``.
  109. .. warning::
  110. The behavior of ``Greatest`` when one or more expression may be ``null``
  111. varies between databases:
  112. - PostgreSQL: ``Greatest`` will return the largest non-null expression,
  113. or ``null`` if all expressions are ``null``.
  114. - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Greatest``
  115. will return ``null``.
  116. The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
  117. a sensible minimum value to provide as a default.
  118. ``JSONObject``
  119. --------------
  120. .. class:: JSONObject(**fields)
  121. Takes a list of key-value pairs and returns a JSON object containing those
  122. pairs.
  123. Usage example:
  124. .. code-block:: pycon
  125. >>> from django.db.models import F
  126. >>> from django.db.models.functions import JSONObject, Lower
  127. >>> Author.objects.create(name='Margaret Smith', alias='msmith', age=25)
  128. >>> author = Author.objects.annotate(json_object=JSONObject(
  129. ... name=Lower('name'),
  130. ... alias='alias',
  131. ... age=F('age') * 2,
  132. ... )).get()
  133. >>> author.json_object
  134. {'name': 'margaret smith', 'alias': 'msmith', 'age': 50}
  135. ``Least``
  136. ---------
  137. .. class:: Least(*expressions, **extra)
  138. Accepts a list of at least two field names or expressions and returns the
  139. least value. Each argument must be of a similar type, so mixing text and numbers
  140. will result in a database error.
  141. .. warning::
  142. The behavior of ``Least`` when one or more expression may be ``null``
  143. varies between databases:
  144. - PostgreSQL: ``Least`` will return the smallest non-null expression,
  145. or ``null`` if all expressions are ``null``.
  146. - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Least``
  147. will return ``null``.
  148. The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
  149. a sensible maximum value to provide as a default.
  150. ``NullIf``
  151. ----------
  152. .. class:: NullIf(expression1, expression2)
  153. Accepts two expressions and returns ``None`` if they are equal, otherwise
  154. returns ``expression1``.
  155. .. admonition:: Caveats on Oracle
  156. Due to an :ref:`Oracle convention<oracle-null-empty-strings>`, this
  157. function returns the empty string instead of ``None`` when the expressions
  158. are of type :class:`~django.db.models.CharField`.
  159. Passing ``Value(None)`` to ``expression1`` is prohibited on Oracle since
  160. Oracle doesn't accept ``NULL`` as the first argument.
  161. .. _date-functions:
  162. Date functions
  163. ==============
  164. We'll be using the following model in examples of each function::
  165. class Experiment(models.Model):
  166. start_datetime = models.DateTimeField()
  167. start_date = models.DateField(null=True, blank=True)
  168. start_time = models.TimeField(null=True, blank=True)
  169. end_datetime = models.DateTimeField(null=True, blank=True)
  170. end_date = models.DateField(null=True, blank=True)
  171. end_time = models.TimeField(null=True, blank=True)
  172. ``Extract``
  173. -----------
  174. .. class:: Extract(expression, lookup_name=None, tzinfo=None, **extra)
  175. Extracts a component of a date as a number.
  176. Takes an ``expression`` representing a ``DateField``, ``DateTimeField``,
  177. ``TimeField``, or ``DurationField`` and a ``lookup_name``, and returns the part
  178. of the date referenced by ``lookup_name`` as an ``IntegerField``.
  179. Django usually uses the databases' extract function, so you may use any
  180. ``lookup_name`` that your database supports. A ``tzinfo`` subclass, usually
  181. provided by :mod:`zoneinfo`, can be passed to extract a value in a specific
  182. timezone.
  183. Given the datetime ``2015-06-15 23:30:01.000321+00:00``, the built-in
  184. ``lookup_name``\s return:
  185. * "year": 2015
  186. * "iso_year": 2015
  187. * "quarter": 2
  188. * "month": 6
  189. * "day": 15
  190. * "week": 25
  191. * "week_day": 2
  192. * "iso_week_day": 1
  193. * "hour": 23
  194. * "minute": 30
  195. * "second": 1
  196. If a different timezone like ``Australia/Melbourne`` is active in Django, then
  197. the datetime is converted to the timezone before the value is extracted. The
  198. timezone offset for Melbourne in the example date above is +10:00. The values
  199. returned when this timezone is active will be the same as above except for:
  200. * "day": 16
  201. * "week_day": 3
  202. * "iso_week_day": 2
  203. * "hour": 9
  204. .. admonition:: ``week_day`` values
  205. The ``week_day`` ``lookup_type`` is calculated differently from most
  206. databases and from Python's standard functions. This function will return
  207. ``1`` for Sunday, ``2`` for Monday, through ``7`` for Saturday.
  208. The equivalent calculation in Python is:
  209. .. code-block:: pycon
  210. >>> from datetime import datetime
  211. >>> dt = datetime(2015, 6, 15)
  212. >>> (dt.isoweekday() % 7) + 1
  213. 2
  214. .. admonition:: ``week`` values
  215. The ``week`` ``lookup_type`` is calculated based on `ISO-8601
  216. <https://en.wikipedia.org/wiki/ISO-8601>`_, i.e.,
  217. a week starts on a Monday. The first week of a year is the one that
  218. contains the year's first Thursday, i.e. the first week has the majority
  219. (four or more) of its days in the year. The value returned is in the range
  220. 1 to 52 or 53.
  221. Each ``lookup_name`` above has a corresponding ``Extract`` subclass (listed
  222. below) that should typically be used instead of the more verbose equivalent,
  223. e.g. use ``ExtractYear(...)`` rather than ``Extract(..., lookup_name='year')``.
  224. Usage example:
  225. .. code-block:: pycon
  226. >>> from datetime import datetime
  227. >>> from django.db.models.functions import Extract
  228. >>> start = datetime(2015, 6, 15)
  229. >>> end = datetime(2015, 7, 2)
  230. >>> Experiment.objects.create(
  231. ... start_datetime=start, start_date=start.date(),
  232. ... end_datetime=end, end_date=end.date())
  233. >>> # Add the experiment start year as a field in the QuerySet.
  234. >>> experiment = Experiment.objects.annotate(
  235. ... start_year=Extract('start_datetime', 'year')).get()
  236. >>> experiment.start_year
  237. 2015
  238. >>> # How many experiments completed in the same year in which they started?
  239. >>> Experiment.objects.filter(
  240. ... start_datetime__year=Extract('end_datetime', 'year')).count()
  241. 1
  242. ``DateField`` extracts
  243. ~~~~~~~~~~~~~~~~~~~~~~
  244. .. class:: ExtractYear(expression, tzinfo=None, **extra)
  245. .. attribute:: lookup_name = 'year'
  246. .. class:: ExtractIsoYear(expression, tzinfo=None, **extra)
  247. Returns the ISO-8601 week-numbering year.
  248. .. attribute:: lookup_name = 'iso_year'
  249. .. class:: ExtractMonth(expression, tzinfo=None, **extra)
  250. .. attribute:: lookup_name = 'month'
  251. .. class:: ExtractDay(expression, tzinfo=None, **extra)
  252. .. attribute:: lookup_name = 'day'
  253. .. class:: ExtractWeekDay(expression, tzinfo=None, **extra)
  254. .. attribute:: lookup_name = 'week_day'
  255. .. class:: ExtractIsoWeekDay(expression, tzinfo=None, **extra)
  256. Returns the ISO-8601 week day with day 1 being Monday and day 7 being
  257. Sunday.
  258. .. attribute:: lookup_name = 'iso_week_day'
  259. .. class:: ExtractWeek(expression, tzinfo=None, **extra)
  260. .. attribute:: lookup_name = 'week'
  261. .. class:: ExtractQuarter(expression, tzinfo=None, **extra)
  262. .. attribute:: lookup_name = 'quarter'
  263. These are logically equivalent to ``Extract('date_field', lookup_name)``. Each
  264. class is also a ``Transform`` registered on ``DateField`` and ``DateTimeField``
  265. as ``__(lookup_name)``, e.g. ``__year``.
  266. Since ``DateField``\s don't have a time component, only ``Extract`` subclasses
  267. that deal with date-parts can be used with ``DateField``:
  268. .. code-block:: pycon
  269. >>> from datetime import datetime, timezone
  270. >>> from django.db.models.functions import (
  271. ... ExtractDay, ExtractMonth, ExtractQuarter, ExtractWeek,
  272. ... ExtractIsoWeekDay, ExtractWeekDay, ExtractIsoYear, ExtractYear,
  273. ... )
  274. >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
  275. >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
  276. >>> Experiment.objects.create(
  277. ... start_datetime=start_2015, start_date=start_2015.date(),
  278. ... end_datetime=end_2015, end_date=end_2015.date())
  279. >>> Experiment.objects.annotate(
  280. ... year=ExtractYear('start_date'),
  281. ... isoyear=ExtractIsoYear('start_date'),
  282. ... quarter=ExtractQuarter('start_date'),
  283. ... month=ExtractMonth('start_date'),
  284. ... week=ExtractWeek('start_date'),
  285. ... day=ExtractDay('start_date'),
  286. ... weekday=ExtractWeekDay('start_date'),
  287. ... isoweekday=ExtractIsoWeekDay('start_date'),
  288. ... ).values(
  289. ... 'year', 'isoyear', 'quarter', 'month', 'week', 'day', 'weekday',
  290. ... 'isoweekday',
  291. ... ).get(end_date__year=ExtractYear('start_date'))
  292. {'year': 2015, 'isoyear': 2015, 'quarter': 2, 'month': 6, 'week': 25,
  293. 'day': 15, 'weekday': 2, 'isoweekday': 1}
  294. ``DateTimeField`` extracts
  295. ~~~~~~~~~~~~~~~~~~~~~~~~~~
  296. In addition to the following, all extracts for ``DateField`` listed above may
  297. also be used on ``DateTimeField``\s .
  298. .. class:: ExtractHour(expression, tzinfo=None, **extra)
  299. .. attribute:: lookup_name = 'hour'
  300. .. class:: ExtractMinute(expression, tzinfo=None, **extra)
  301. .. attribute:: lookup_name = 'minute'
  302. .. class:: ExtractSecond(expression, tzinfo=None, **extra)
  303. .. attribute:: lookup_name = 'second'
  304. These are logically equivalent to ``Extract('datetime_field', lookup_name)``.
  305. Each class is also a ``Transform`` registered on ``DateTimeField`` as
  306. ``__(lookup_name)``, e.g. ``__minute``.
  307. ``DateTimeField`` examples:
  308. .. code-block:: pycon
  309. >>> from datetime import datetime, timezone
  310. >>> from django.db.models.functions import (
  311. ... ExtractDay, ExtractHour, ExtractMinute, ExtractMonth,
  312. ... ExtractQuarter, ExtractSecond, ExtractWeek, ExtractIsoWeekDay,
  313. ... ExtractWeekDay, ExtractIsoYear, ExtractYear,
  314. ... )
  315. >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
  316. >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
  317. >>> Experiment.objects.create(
  318. ... start_datetime=start_2015, start_date=start_2015.date(),
  319. ... end_datetime=end_2015, end_date=end_2015.date())
  320. >>> Experiment.objects.annotate(
  321. ... year=ExtractYear('start_datetime'),
  322. ... isoyear=ExtractIsoYear('start_datetime'),
  323. ... quarter=ExtractQuarter('start_datetime'),
  324. ... month=ExtractMonth('start_datetime'),
  325. ... week=ExtractWeek('start_datetime'),
  326. ... day=ExtractDay('start_datetime'),
  327. ... weekday=ExtractWeekDay('start_datetime'),
  328. ... isoweekday=ExtractIsoWeekDay('start_datetime'),
  329. ... hour=ExtractHour('start_datetime'),
  330. ... minute=ExtractMinute('start_datetime'),
  331. ... second=ExtractSecond('start_datetime'),
  332. ... ).values(
  333. ... 'year', 'isoyear', 'month', 'week', 'day',
  334. ... 'weekday', 'isoweekday', 'hour', 'minute', 'second',
  335. ... ).get(end_datetime__year=ExtractYear('start_datetime'))
  336. {'year': 2015, 'isoyear': 2015, 'quarter': 2, 'month': 6, 'week': 25,
  337. 'day': 15, 'weekday': 2, 'isoweekday': 1, 'hour': 23, 'minute': 30,
  338. 'second': 1}
  339. When :setting:`USE_TZ` is ``True`` then datetimes are stored in the database
  340. in UTC. If a different timezone is active in Django, the datetime is converted
  341. to that timezone before the value is extracted. The example below converts to
  342. the Melbourne timezone (UTC +10:00), which changes the day, weekday, and hour
  343. values that are returned:
  344. .. code-block:: pycon
  345. >>> from django.utils import timezone
  346. >>> import zoneinfo
  347. >>> melb = zoneinfo.ZoneInfo('Australia/Melbourne') # UTC+10:00
  348. >>> with timezone.override(melb):
  349. ... Experiment.objects.annotate(
  350. ... day=ExtractDay('start_datetime'),
  351. ... weekday=ExtractWeekDay('start_datetime'),
  352. ... isoweekday=ExtractIsoWeekDay('start_datetime'),
  353. ... hour=ExtractHour('start_datetime'),
  354. ... ).values('day', 'weekday', 'isoweekday', 'hour').get(
  355. ... end_datetime__year=ExtractYear('start_datetime'),
  356. ... )
  357. {'day': 16, 'weekday': 3, 'isoweekday': 2, 'hour': 9}
  358. Explicitly passing the timezone to the ``Extract`` function behaves in the same
  359. way, and takes priority over an active timezone:
  360. .. code-block:: pycon
  361. >>> import zoneinfo
  362. >>> melb = zoneinfo.ZoneInfo('Australia/Melbourne')
  363. >>> Experiment.objects.annotate(
  364. ... day=ExtractDay('start_datetime', tzinfo=melb),
  365. ... weekday=ExtractWeekDay('start_datetime', tzinfo=melb),
  366. ... isoweekday=ExtractIsoWeekDay('start_datetime', tzinfo=melb),
  367. ... hour=ExtractHour('start_datetime', tzinfo=melb),
  368. ... ).values('day', 'weekday', 'isoweekday', 'hour').get(
  369. ... end_datetime__year=ExtractYear('start_datetime'),
  370. ... )
  371. {'day': 16, 'weekday': 3, 'isoweekday': 2, 'hour': 9}
  372. ``Now``
  373. -------
  374. .. class:: Now()
  375. Returns the database server's current date and time when the query is executed,
  376. typically using the SQL ``CURRENT_TIMESTAMP``.
  377. Usage example:
  378. .. code-block:: pycon
  379. >>> from django.db.models.functions import Now
  380. >>> Article.objects.filter(published__lte=Now())
  381. <QuerySet [<Article: How to Django>]>
  382. .. admonition:: PostgreSQL considerations
  383. On PostgreSQL, the SQL ``CURRENT_TIMESTAMP`` returns the time that the
  384. current transaction started. Therefore for cross-database compatibility,
  385. ``Now()`` uses ``STATEMENT_TIMESTAMP`` instead. If you need the transaction
  386. timestamp, use :class:`django.contrib.postgres.functions.TransactionNow`.
  387. .. versionchanged:: 4.2
  388. Support for microsecond precision on MySQL and millisecond precision on
  389. SQLite were added.
  390. ``Trunc``
  391. ---------
  392. .. class:: Trunc(expression, kind, output_field=None, tzinfo=None, **extra)
  393. Truncates a date up to a significant component.
  394. When you only care if something happened in a particular year, hour, or day,
  395. but not the exact second, then ``Trunc`` (and its subclasses) can be useful to
  396. filter or aggregate your data. For example, you can use ``Trunc`` to calculate
  397. the number of sales per day.
  398. ``Trunc`` takes a single ``expression``, representing a ``DateField``,
  399. ``TimeField``, or ``DateTimeField``, a ``kind`` representing a date or time
  400. part, and an ``output_field`` that's either ``DateTimeField()``,
  401. ``TimeField()``, or ``DateField()``. It returns a datetime, date, or time
  402. depending on ``output_field``, with fields up to ``kind`` set to their minimum
  403. value. If ``output_field`` is omitted, it will default to the ``output_field``
  404. of ``expression``. A ``tzinfo`` subclass, usually provided by :mod:`zoneinfo`,
  405. can be passed to truncate a value in a specific timezone.
  406. Given the datetime ``2015-06-15 14:30:50.000321+00:00``, the built-in ``kind``\s
  407. return:
  408. * "year": 2015-01-01 00:00:00+00:00
  409. * "quarter": 2015-04-01 00:00:00+00:00
  410. * "month": 2015-06-01 00:00:00+00:00
  411. * "week": 2015-06-15 00:00:00+00:00
  412. * "day": 2015-06-15 00:00:00+00:00
  413. * "hour": 2015-06-15 14:00:00+00:00
  414. * "minute": 2015-06-15 14:30:00+00:00
  415. * "second": 2015-06-15 14:30:50+00:00
  416. If a different timezone like ``Australia/Melbourne`` is active in Django, then
  417. the datetime is converted to the new timezone before the value is truncated.
  418. The timezone offset for Melbourne in the example date above is +10:00. The
  419. values returned when this timezone is active will be:
  420. * "year": 2015-01-01 00:00:00+11:00
  421. * "quarter": 2015-04-01 00:00:00+10:00
  422. * "month": 2015-06-01 00:00:00+10:00
  423. * "week": 2015-06-16 00:00:00+10:00
  424. * "day": 2015-06-16 00:00:00+10:00
  425. * "hour": 2015-06-16 00:00:00+10:00
  426. * "minute": 2015-06-16 00:30:00+10:00
  427. * "second": 2015-06-16 00:30:50+10:00
  428. The year has an offset of +11:00 because the result transitioned into daylight
  429. saving time.
  430. Each ``kind`` above has a corresponding ``Trunc`` subclass (listed below) that
  431. should typically be used instead of the more verbose equivalent,
  432. e.g. use ``TruncYear(...)`` rather than ``Trunc(..., kind='year')``.
  433. The subclasses are all defined as transforms, but they aren't registered with
  434. any fields, because the lookup names are already reserved by the ``Extract``
  435. subclasses.
  436. Usage example:
  437. .. code-block:: pycon
  438. >>> from datetime import datetime
  439. >>> from django.db.models import Count, DateTimeField
  440. >>> from django.db.models.functions import Trunc
  441. >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 30, 50, 321))
  442. >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 40, 2, 123))
  443. >>> Experiment.objects.create(start_datetime=datetime(2015, 12, 25, 10, 5, 27, 999))
  444. >>> experiments_per_day = Experiment.objects.annotate(
  445. ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
  446. ... ).values('start_day').annotate(experiments=Count('id'))
  447. >>> for exp in experiments_per_day:
  448. ... print(exp['start_day'], exp['experiments'])
  449. ...
  450. 2015-06-15 00:00:00 2
  451. 2015-12-25 00:00:00 1
  452. >>> experiments = Experiment.objects.annotate(
  453. ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
  454. ... ).filter(start_day=datetime(2015, 6, 15))
  455. >>> for exp in experiments:
  456. ... print(exp.start_datetime)
  457. ...
  458. 2015-06-15 14:30:50.000321
  459. 2015-06-15 14:40:02.000123
  460. ``DateField`` truncation
  461. ~~~~~~~~~~~~~~~~~~~~~~~~
  462. .. class:: TruncYear(expression, output_field=None, tzinfo=None, **extra)
  463. .. attribute:: kind = 'year'
  464. .. class:: TruncMonth(expression, output_field=None, tzinfo=None, **extra)
  465. .. attribute:: kind = 'month'
  466. .. class:: TruncWeek(expression, output_field=None, tzinfo=None, **extra)
  467. Truncates to midnight on the Monday of the week.
  468. .. attribute:: kind = 'week'
  469. .. class:: TruncQuarter(expression, output_field=None, tzinfo=None, **extra)
  470. .. attribute:: kind = 'quarter'
  471. These are logically equivalent to ``Trunc('date_field', kind)``. They truncate
  472. all parts of the date up to ``kind`` which allows grouping or filtering dates
  473. with less precision. ``expression`` can have an ``output_field`` of either
  474. ``DateField`` or ``DateTimeField``.
  475. Since ``DateField``\s don't have a time component, only ``Trunc`` subclasses
  476. that deal with date-parts can be used with ``DateField``:
  477. .. code-block:: pycon
  478. >>> from datetime import datetime, timezone
  479. >>> from django.db.models import Count
  480. >>> from django.db.models.functions import TruncMonth, TruncYear
  481. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  482. >>> start2 = datetime(2015, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
  483. >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
  484. >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
  485. >>> Experiment.objects.create(start_datetime=start2, start_date=start2.date())
  486. >>> Experiment.objects.create(start_datetime=start3, start_date=start3.date())
  487. >>> experiments_per_year = Experiment.objects.annotate(
  488. ... year=TruncYear('start_date')).values('year').annotate(
  489. ... experiments=Count('id'))
  490. >>> for exp in experiments_per_year:
  491. ... print(exp['year'], exp['experiments'])
  492. ...
  493. 2014-01-01 1
  494. 2015-01-01 2
  495. >>> import zoneinfo
  496. >>> melb = zoneinfo.ZoneInfo('Australia/Melbourne')
  497. >>> experiments_per_month = Experiment.objects.annotate(
  498. ... month=TruncMonth('start_datetime', tzinfo=melb)).values('month').annotate(
  499. ... experiments=Count('id'))
  500. >>> for exp in experiments_per_month:
  501. ... print(exp['month'], exp['experiments'])
  502. ...
  503. 2015-06-01 00:00:00+10:00 1
  504. 2016-01-01 00:00:00+11:00 1
  505. 2014-06-01 00:00:00+10:00 1
  506. ``DateTimeField`` truncation
  507. ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
  508. .. class:: TruncDate(expression, tzinfo=None, **extra)
  509. .. attribute:: lookup_name = 'date'
  510. .. attribute:: output_field = DateField()
  511. ``TruncDate`` casts ``expression`` to a date rather than using the built-in SQL
  512. truncate function. It's also registered as a transform on ``DateTimeField`` as
  513. ``__date``.
  514. .. class:: TruncTime(expression, tzinfo=None, **extra)
  515. .. attribute:: lookup_name = 'time'
  516. .. attribute:: output_field = TimeField()
  517. ``TruncTime`` casts ``expression`` to a time rather than using the built-in SQL
  518. truncate function. It's also registered as a transform on ``DateTimeField`` as
  519. ``__time``.
  520. .. class:: TruncDay(expression, output_field=None, tzinfo=None, **extra)
  521. .. attribute:: kind = 'day'
  522. .. class:: TruncHour(expression, output_field=None, tzinfo=None, **extra)
  523. .. attribute:: kind = 'hour'
  524. .. class:: TruncMinute(expression, output_field=None, tzinfo=None, **extra)
  525. .. attribute:: kind = 'minute'
  526. .. class:: TruncSecond(expression, output_field=None, tzinfo=None, **extra)
  527. .. attribute:: kind = 'second'
  528. These are logically equivalent to ``Trunc('datetime_field', kind)``. They
  529. truncate all parts of the date up to ``kind`` and allow grouping or filtering
  530. datetimes with less precision. ``expression`` must have an ``output_field`` of
  531. ``DateTimeField``.
  532. Usage example:
  533. .. code-block:: pycon
  534. >>> from datetime import date, datetime, timezone
  535. >>> from django.db.models import Count
  536. >>> from django.db.models.functions import (
  537. ... TruncDate, TruncDay, TruncHour, TruncMinute, TruncSecond,
  538. ... )
  539. >>> import zoneinfo
  540. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  541. >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
  542. >>> melb = zoneinfo.ZoneInfo('Australia/Melbourne')
  543. >>> Experiment.objects.annotate(
  544. ... date=TruncDate('start_datetime'),
  545. ... day=TruncDay('start_datetime', tzinfo=melb),
  546. ... hour=TruncHour('start_datetime', tzinfo=melb),
  547. ... minute=TruncMinute('start_datetime'),
  548. ... second=TruncSecond('start_datetime'),
  549. ... ).values('date', 'day', 'hour', 'minute', 'second').get()
  550. {'date': datetime.date(2014, 6, 15),
  551. 'day': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=zoneinfo.ZoneInfo('Australia/Melbourne')),
  552. 'hour': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=zoneinfo.ZoneInfo('Australia/Melbourne')),
  553. 'minute': 'minute': datetime.datetime(2014, 6, 15, 14, 30, tzinfo=timezone.utc),
  554. 'second': datetime.datetime(2014, 6, 15, 14, 30, 50, tzinfo=timezone.utc)
  555. }
  556. ``TimeField`` truncation
  557. ~~~~~~~~~~~~~~~~~~~~~~~~
  558. .. class:: TruncHour(expression, output_field=None, tzinfo=None, **extra)
  559. :noindex:
  560. .. attribute:: kind = 'hour'
  561. .. class:: TruncMinute(expression, output_field=None, tzinfo=None, **extra)
  562. :noindex:
  563. .. attribute:: kind = 'minute'
  564. .. class:: TruncSecond(expression, output_field=None, tzinfo=None, **extra)
  565. :noindex:
  566. .. attribute:: kind = 'second'
  567. These are logically equivalent to ``Trunc('time_field', kind)``. They truncate
  568. all parts of the time up to ``kind`` which allows grouping or filtering times
  569. with less precision. ``expression`` can have an ``output_field`` of either
  570. ``TimeField`` or ``DateTimeField``.
  571. Since ``TimeField``\s don't have a date component, only ``Trunc`` subclasses
  572. that deal with time-parts can be used with ``TimeField``:
  573. .. code-block:: pycon
  574. >>> from datetime import datetime, timezone
  575. >>> from django.db.models import Count, TimeField
  576. >>> from django.db.models.functions import TruncHour
  577. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  578. >>> start2 = datetime(2014, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
  579. >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
  580. >>> Experiment.objects.create(start_datetime=start1, start_time=start1.time())
  581. >>> Experiment.objects.create(start_datetime=start2, start_time=start2.time())
  582. >>> Experiment.objects.create(start_datetime=start3, start_time=start3.time())
  583. >>> experiments_per_hour = Experiment.objects.annotate(
  584. ... hour=TruncHour('start_datetime', output_field=TimeField()),
  585. ... ).values('hour').annotate(experiments=Count('id'))
  586. >>> for exp in experiments_per_hour:
  587. ... print(exp['hour'], exp['experiments'])
  588. ...
  589. 14:00:00 2
  590. 17:00:00 1
  591. >>> import zoneinfo
  592. >>> melb = zoneinfo.ZoneInfo('Australia/Melbourne')
  593. >>> experiments_per_hour = Experiment.objects.annotate(
  594. ... hour=TruncHour('start_datetime', tzinfo=melb),
  595. ... ).values('hour').annotate(experiments=Count('id'))
  596. >>> for exp in experiments_per_hour:
  597. ... print(exp['hour'], exp['experiments'])
  598. ...
  599. 2014-06-16 00:00:00+10:00 2
  600. 2016-01-01 04:00:00+11:00 1
  601. .. _math-functions:
  602. Math Functions
  603. ==============
  604. We'll be using the following model in math function examples::
  605. class Vector(models.Model):
  606. x = models.FloatField()
  607. y = models.FloatField()
  608. ``Abs``
  609. -------
  610. .. class:: Abs(expression, **extra)
  611. Returns the absolute value of a numeric field or expression.
  612. Usage example:
  613. .. code-block:: pycon
  614. >>> from django.db.models.functions import Abs
  615. >>> Vector.objects.create(x=-0.5, y=1.1)
  616. >>> vector = Vector.objects.annotate(x_abs=Abs('x'), y_abs=Abs('y')).get()
  617. >>> vector.x_abs, vector.y_abs
  618. (0.5, 1.1)
  619. It can also be registered as a transform. For example:
  620. .. code-block:: pycon
  621. >>> from django.db.models import FloatField
  622. >>> from django.db.models.functions import Abs
  623. >>> FloatField.register_lookup(Abs)
  624. >>> # Get vectors inside the unit cube
  625. >>> vectors = Vector.objects.filter(x__abs__lt=1, y__abs__lt=1)
  626. ``ACos``
  627. --------
  628. .. class:: ACos(expression, **extra)
  629. Returns the arccosine of a numeric field or expression. The expression value
  630. must be within the range -1 to 1.
  631. Usage example:
  632. .. code-block:: pycon
  633. >>> from django.db.models.functions import ACos
  634. >>> Vector.objects.create(x=0.5, y=-0.9)
  635. >>> vector = Vector.objects.annotate(x_acos=ACos('x'), y_acos=ACos('y')).get()
  636. >>> vector.x_acos, vector.y_acos
  637. (1.0471975511965979, 2.6905658417935308)
  638. It can also be registered as a transform. For example:
  639. .. code-block:: pycon
  640. >>> from django.db.models import FloatField
  641. >>> from django.db.models.functions import ACos
  642. >>> FloatField.register_lookup(ACos)
  643. >>> # Get vectors whose arccosine is less than 1
  644. >>> vectors = Vector.objects.filter(x__acos__lt=1, y__acos__lt=1)
  645. ``ASin``
  646. --------
  647. .. class:: ASin(expression, **extra)
  648. Returns the arcsine of a numeric field or expression. The expression value must
  649. be in the range -1 to 1.
  650. Usage example:
  651. .. code-block:: pycon
  652. >>> from django.db.models.functions import ASin
  653. >>> Vector.objects.create(x=0, y=1)
  654. >>> vector = Vector.objects.annotate(x_asin=ASin('x'), y_asin=ASin('y')).get()
  655. >>> vector.x_asin, vector.y_asin
  656. (0.0, 1.5707963267948966)
  657. It can also be registered as a transform. For example:
  658. .. code-block:: pycon
  659. >>> from django.db.models import FloatField
  660. >>> from django.db.models.functions import ASin
  661. >>> FloatField.register_lookup(ASin)
  662. >>> # Get vectors whose arcsine is less than 1
  663. >>> vectors = Vector.objects.filter(x__asin__lt=1, y__asin__lt=1)
  664. ``ATan``
  665. --------
  666. .. class:: ATan(expression, **extra)
  667. Returns the arctangent of a numeric field or expression.
  668. Usage example:
  669. .. code-block:: pycon
  670. >>> from django.db.models.functions import ATan
  671. >>> Vector.objects.create(x=3.12, y=6.987)
  672. >>> vector = Vector.objects.annotate(x_atan=ATan('x'), y_atan=ATan('y')).get()
  673. >>> vector.x_atan, vector.y_atan
  674. (1.2606282660069106, 1.428638798133829)
  675. It can also be registered as a transform. For example:
  676. .. code-block:: pycon
  677. >>> from django.db.models import FloatField
  678. >>> from django.db.models.functions import ATan
  679. >>> FloatField.register_lookup(ATan)
  680. >>> # Get vectors whose arctangent is less than 2
  681. >>> vectors = Vector.objects.filter(x__atan__lt=2, y__atan__lt=2)
  682. ``ATan2``
  683. ---------
  684. .. class:: ATan2(expression1, expression2, **extra)
  685. Returns the arctangent of ``expression1 / expression2``.
  686. Usage example:
  687. .. code-block:: pycon
  688. >>> from django.db.models.functions import ATan2
  689. >>> Vector.objects.create(x=2.5, y=1.9)
  690. >>> vector = Vector.objects.annotate(atan2=ATan2('x', 'y')).get()
  691. >>> vector.atan2
  692. 0.9209258773829491
  693. ``Ceil``
  694. --------
  695. .. class:: Ceil(expression, **extra)
  696. Returns the smallest integer greater than or equal to a numeric field or
  697. expression.
  698. Usage example:
  699. .. code-block:: pycon
  700. >>> from django.db.models.functions import Ceil
  701. >>> Vector.objects.create(x=3.12, y=7.0)
  702. >>> vector = Vector.objects.annotate(x_ceil=Ceil('x'), y_ceil=Ceil('y')).get()
  703. >>> vector.x_ceil, vector.y_ceil
  704. (4.0, 7.0)
  705. It can also be registered as a transform. For example:
  706. .. code-block:: pycon
  707. >>> from django.db.models import FloatField
  708. >>> from django.db.models.functions import Ceil
  709. >>> FloatField.register_lookup(Ceil)
  710. >>> # Get vectors whose ceil is less than 10
  711. >>> vectors = Vector.objects.filter(x__ceil__lt=10, y__ceil__lt=10)
  712. ``Cos``
  713. -------
  714. .. class:: Cos(expression, **extra)
  715. Returns the cosine of a numeric field or expression.
  716. Usage example:
  717. .. code-block:: pycon
  718. >>> from django.db.models.functions import Cos
  719. >>> Vector.objects.create(x=-8.0, y=3.1415926)
  720. >>> vector = Vector.objects.annotate(x_cos=Cos('x'), y_cos=Cos('y')).get()
  721. >>> vector.x_cos, vector.y_cos
  722. (-0.14550003380861354, -0.9999999999999986)
  723. It can also be registered as a transform. For example:
  724. .. code-block:: pycon
  725. >>> from django.db.models import FloatField
  726. >>> from django.db.models.functions import Cos
  727. >>> FloatField.register_lookup(Cos)
  728. >>> # Get vectors whose cosine is less than 0.5
  729. >>> vectors = Vector.objects.filter(x__cos__lt=0.5, y__cos__lt=0.5)
  730. ``Cot``
  731. -------
  732. .. class:: Cot(expression, **extra)
  733. Returns the cotangent of a numeric field or expression.
  734. Usage example:
  735. .. code-block:: pycon
  736. >>> from django.db.models.functions import Cot
  737. >>> Vector.objects.create(x=12.0, y=1.0)
  738. >>> vector = Vector.objects.annotate(x_cot=Cot('x'), y_cot=Cot('y')).get()
  739. >>> vector.x_cot, vector.y_cot
  740. (-1.5726734063976826, 0.642092615934331)
  741. It can also be registered as a transform. For example:
  742. .. code-block:: pycon
  743. >>> from django.db.models import FloatField
  744. >>> from django.db.models.functions import Cot
  745. >>> FloatField.register_lookup(Cot)
  746. >>> # Get vectors whose cotangent is less than 1
  747. >>> vectors = Vector.objects.filter(x__cot__lt=1, y__cot__lt=1)
  748. ``Degrees``
  749. -----------
  750. .. class:: Degrees(expression, **extra)
  751. Converts a numeric field or expression from radians to degrees.
  752. Usage example:
  753. .. code-block:: pycon
  754. >>> from django.db.models.functions import Degrees
  755. >>> Vector.objects.create(x=-1.57, y=3.14)
  756. >>> vector = Vector.objects.annotate(x_d=Degrees('x'), y_d=Degrees('y')).get()
  757. >>> vector.x_d, vector.y_d
  758. (-89.95437383553924, 179.9087476710785)
  759. It can also be registered as a transform. For example:
  760. .. code-block:: pycon
  761. >>> from django.db.models import FloatField
  762. >>> from django.db.models.functions import Degrees
  763. >>> FloatField.register_lookup(Degrees)
  764. >>> # Get vectors whose degrees are less than 360
  765. >>> vectors = Vector.objects.filter(x__degrees__lt=360, y__degrees__lt=360)
  766. ``Exp``
  767. -------
  768. .. class:: Exp(expression, **extra)
  769. Returns the value of ``e`` (the natural logarithm base) raised to the power of
  770. a numeric field or expression.
  771. Usage example:
  772. .. code-block:: pycon
  773. >>> from django.db.models.functions import Exp
  774. >>> Vector.objects.create(x=5.4, y=-2.0)
  775. >>> vector = Vector.objects.annotate(x_exp=Exp('x'), y_exp=Exp('y')).get()
  776. >>> vector.x_exp, vector.y_exp
  777. (221.40641620418717, 0.1353352832366127)
  778. It can also be registered as a transform. For example:
  779. .. code-block:: pycon
  780. >>> from django.db.models import FloatField
  781. >>> from django.db.models.functions import Exp
  782. >>> FloatField.register_lookup(Exp)
  783. >>> # Get vectors whose exp() is greater than 10
  784. >>> vectors = Vector.objects.filter(x__exp__gt=10, y__exp__gt=10)
  785. ``Floor``
  786. ---------
  787. .. class:: Floor(expression, **extra)
  788. Returns the largest integer value not greater than a numeric field or
  789. expression.
  790. Usage example:
  791. .. code-block:: pycon
  792. >>> from django.db.models.functions import Floor
  793. >>> Vector.objects.create(x=5.4, y=-2.3)
  794. >>> vector = Vector.objects.annotate(x_floor=Floor('x'), y_floor=Floor('y')).get()
  795. >>> vector.x_floor, vector.y_floor
  796. (5.0, -3.0)
  797. It can also be registered as a transform. For example:
  798. .. code-block:: pycon
  799. >>> from django.db.models import FloatField
  800. >>> from django.db.models.functions import Floor
  801. >>> FloatField.register_lookup(Floor)
  802. >>> # Get vectors whose floor() is greater than 10
  803. >>> vectors = Vector.objects.filter(x__floor__gt=10, y__floor__gt=10)
  804. ``Ln``
  805. ------
  806. .. class:: Ln(expression, **extra)
  807. Returns the natural logarithm a numeric field or expression.
  808. Usage example:
  809. .. code-block:: pycon
  810. >>> from django.db.models.functions import Ln
  811. >>> Vector.objects.create(x=5.4, y=233.0)
  812. >>> vector = Vector.objects.annotate(x_ln=Ln('x'), y_ln=Ln('y')).get()
  813. >>> vector.x_ln, vector.y_ln
  814. (1.6863989535702288, 5.4510384535657)
  815. It can also be registered as a transform. For example:
  816. .. code-block:: pycon
  817. >>> from django.db.models import FloatField
  818. >>> from django.db.models.functions import Ln
  819. >>> FloatField.register_lookup(Ln)
  820. >>> # Get vectors whose value greater than e
  821. >>> vectors = Vector.objects.filter(x__ln__gt=1, y__ln__gt=1)
  822. ``Log``
  823. -------
  824. .. class:: Log(expression1, expression2, **extra)
  825. Accepts two numeric fields or expressions and returns the logarithm of
  826. the first to base of the second.
  827. Usage example:
  828. .. code-block:: pycon
  829. >>> from django.db.models.functions import Log
  830. >>> Vector.objects.create(x=2.0, y=4.0)
  831. >>> vector = Vector.objects.annotate(log=Log('x', 'y')).get()
  832. >>> vector.log
  833. 2.0
  834. ``Mod``
  835. -------
  836. .. class:: Mod(expression1, expression2, **extra)
  837. Accepts two numeric fields or expressions and returns the remainder of
  838. the first divided by the second (modulo operation).
  839. Usage example:
  840. .. code-block:: pycon
  841. >>> from django.db.models.functions import Mod
  842. >>> Vector.objects.create(x=5.4, y=2.3)
  843. >>> vector = Vector.objects.annotate(mod=Mod('x', 'y')).get()
  844. >>> vector.mod
  845. 0.8
  846. ``Pi``
  847. ------
  848. .. class:: Pi(**extra)
  849. Returns the value of the mathematical constant ``π``.
  850. ``Power``
  851. ---------
  852. .. class:: Power(expression1, expression2, **extra)
  853. Accepts two numeric fields or expressions and returns the value of the first
  854. raised to the power of the second.
  855. Usage example:
  856. .. code-block:: pycon
  857. >>> from django.db.models.functions import Power
  858. >>> Vector.objects.create(x=2, y=-2)
  859. >>> vector = Vector.objects.annotate(power=Power('x', 'y')).get()
  860. >>> vector.power
  861. 0.25
  862. ``Radians``
  863. -----------
  864. .. class:: Radians(expression, **extra)
  865. Converts a numeric field or expression from degrees to radians.
  866. Usage example:
  867. .. code-block:: pycon
  868. >>> from django.db.models.functions import Radians
  869. >>> Vector.objects.create(x=-90, y=180)
  870. >>> vector = Vector.objects.annotate(x_r=Radians('x'), y_r=Radians('y')).get()
  871. >>> vector.x_r, vector.y_r
  872. (-1.5707963267948966, 3.141592653589793)
  873. It can also be registered as a transform. For example:
  874. .. code-block:: pycon
  875. >>> from django.db.models import FloatField
  876. >>> from django.db.models.functions import Radians
  877. >>> FloatField.register_lookup(Radians)
  878. >>> # Get vectors whose radians are less than 1
  879. >>> vectors = Vector.objects.filter(x__radians__lt=1, y__radians__lt=1)
  880. ``Random``
  881. ----------
  882. .. class:: Random(**extra)
  883. Returns a random value in the range ``0.0 ≤ x < 1.0``.
  884. ``Round``
  885. ---------
  886. .. class:: Round(expression, precision=0, **extra)
  887. Rounds a numeric field or expression to ``precision`` (must be an integer)
  888. decimal places. By default, it rounds to the nearest integer. Whether half
  889. values are rounded up or down depends on the database.
  890. Usage example:
  891. .. code-block:: pycon
  892. >>> from django.db.models.functions import Round
  893. >>> Vector.objects.create(x=5.4, y=-2.37)
  894. >>> vector = Vector.objects.annotate(x_r=Round('x'), y_r=Round('y', precision=1)).get()
  895. >>> vector.x_r, vector.y_r
  896. (5.0, -2.4)
  897. It can also be registered as a transform. For example:
  898. .. code-block:: pycon
  899. >>> from django.db.models import FloatField
  900. >>> from django.db.models.functions import Round
  901. >>> FloatField.register_lookup(Round)
  902. >>> # Get vectors whose round() is less than 20
  903. >>> vectors = Vector.objects.filter(x__round__lt=20, y__round__lt=20)
  904. ``Sign``
  905. --------
  906. .. class:: Sign(expression, **extra)
  907. Returns the sign (-1, 0, 1) of a numeric field or expression.
  908. Usage example:
  909. .. code-block:: pycon
  910. >>> from django.db.models.functions import Sign
  911. >>> Vector.objects.create(x=5.4, y=-2.3)
  912. >>> vector = Vector.objects.annotate(x_sign=Sign('x'), y_sign=Sign('y')).get()
  913. >>> vector.x_sign, vector.y_sign
  914. (1, -1)
  915. It can also be registered as a transform. For example:
  916. .. code-block:: pycon
  917. >>> from django.db.models import FloatField
  918. >>> from django.db.models.functions import Sign
  919. >>> FloatField.register_lookup(Sign)
  920. >>> # Get vectors whose signs of components are less than 0.
  921. >>> vectors = Vector.objects.filter(x__sign__lt=0, y__sign__lt=0)
  922. ``Sin``
  923. -------
  924. .. class:: Sin(expression, **extra)
  925. Returns the sine of a numeric field or expression.
  926. Usage example:
  927. .. code-block:: pycon
  928. >>> from django.db.models.functions import Sin
  929. >>> Vector.objects.create(x=5.4, y=-2.3)
  930. >>> vector = Vector.objects.annotate(x_sin=Sin('x'), y_sin=Sin('y')).get()
  931. >>> vector.x_sin, vector.y_sin
  932. (-0.7727644875559871, -0.7457052121767203)
  933. It can also be registered as a transform. For example:
  934. .. code-block:: pycon
  935. >>> from django.db.models import FloatField
  936. >>> from django.db.models.functions import Sin
  937. >>> FloatField.register_lookup(Sin)
  938. >>> # Get vectors whose sin() is less than 0
  939. >>> vectors = Vector.objects.filter(x__sin__lt=0, y__sin__lt=0)
  940. ``Sqrt``
  941. --------
  942. .. class:: Sqrt(expression, **extra)
  943. Returns the square root of a nonnegative numeric field or expression.
  944. Usage example:
  945. .. code-block:: pycon
  946. >>> from django.db.models.functions import Sqrt
  947. >>> Vector.objects.create(x=4.0, y=12.0)
  948. >>> vector = Vector.objects.annotate(x_sqrt=Sqrt('x'), y_sqrt=Sqrt('y')).get()
  949. >>> vector.x_sqrt, vector.y_sqrt
  950. (2.0, 3.46410)
  951. It can also be registered as a transform. For example:
  952. .. code-block:: pycon
  953. >>> from django.db.models import FloatField
  954. >>> from django.db.models.functions import Sqrt
  955. >>> FloatField.register_lookup(Sqrt)
  956. >>> # Get vectors whose sqrt() is less than 5
  957. >>> vectors = Vector.objects.filter(x__sqrt__lt=5, y__sqrt__lt=5)
  958. ``Tan``
  959. -------
  960. .. class:: Tan(expression, **extra)
  961. Returns the tangent of a numeric field or expression.
  962. Usage example:
  963. .. code-block:: pycon
  964. >>> from django.db.models.functions import Tan
  965. >>> Vector.objects.create(x=0, y=12)
  966. >>> vector = Vector.objects.annotate(x_tan=Tan('x'), y_tan=Tan('y')).get()
  967. >>> vector.x_tan, vector.y_tan
  968. (0.0, -0.6358599286615808)
  969. It can also be registered as a transform. For example:
  970. .. code-block:: pycon
  971. >>> from django.db.models import FloatField
  972. >>> from django.db.models.functions import Tan
  973. >>> FloatField.register_lookup(Tan)
  974. >>> # Get vectors whose tangent is less than 0
  975. >>> vectors = Vector.objects.filter(x__tan__lt=0, y__tan__lt=0)
  976. .. _text-functions:
  977. Text functions
  978. ==============
  979. ``Chr``
  980. -------
  981. .. class:: Chr(expression, **extra)
  982. Accepts a numeric field or expression and returns the text representation of
  983. the expression as a single character. It works the same as Python's :func:`chr`
  984. function.
  985. Like :class:`Length`, it can be registered as a transform on ``IntegerField``.
  986. The default lookup name is ``chr``.
  987. Usage example:
  988. .. code-block:: pycon
  989. >>> from django.db.models.functions import Chr
  990. >>> Author.objects.create(name='Margaret Smith')
  991. >>> author = Author.objects.filter(name__startswith=Chr(ord('M'))).get()
  992. >>> print(author.name)
  993. Margaret Smith
  994. ``Concat``
  995. ----------
  996. .. class:: Concat(*expressions, **extra)
  997. Accepts a list of at least two text fields or expressions and returns the
  998. concatenated text. Each argument must be of a text or char type. If you want
  999. to concatenate a ``TextField()`` with a ``CharField()``, then be sure to tell
  1000. Django that the ``output_field`` should be a ``TextField()``. Specifying an
  1001. ``output_field`` is also required when concatenating a ``Value`` as in the
  1002. example below.
  1003. This function will never have a null result. On backends where a null argument
  1004. results in the entire expression being null, Django will ensure that each null
  1005. part is converted to an empty string first.
  1006. Usage example:
  1007. .. code-block:: pycon
  1008. >>> # Get the display name as "name (goes_by)"
  1009. >>> from django.db.models import CharField, Value as V
  1010. >>> from django.db.models.functions import Concat
  1011. >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
  1012. >>> author = Author.objects.annotate(
  1013. ... screen_name=Concat(
  1014. ... 'name', V(' ('), 'goes_by', V(')'),
  1015. ... output_field=CharField()
  1016. ... )
  1017. ... ).get()
  1018. >>> print(author.screen_name)
  1019. Margaret Smith (Maggie)
  1020. ``Left``
  1021. --------
  1022. .. class:: Left(expression, length, **extra)
  1023. Returns the first ``length`` characters of the given text field or expression.
  1024. Usage example:
  1025. .. code-block:: pycon
  1026. >>> from django.db.models.functions import Left
  1027. >>> Author.objects.create(name='Margaret Smith')
  1028. >>> author = Author.objects.annotate(first_initial=Left('name', 1)).get()
  1029. >>> print(author.first_initial)
  1030. M
  1031. ``Length``
  1032. ----------
  1033. .. class:: Length(expression, **extra)
  1034. Accepts a single text field or expression and returns the number of characters
  1035. the value has. If the expression is null, then the length will also be null.
  1036. Usage example:
  1037. .. code-block:: pycon
  1038. >>> # Get the length of the name and goes_by fields
  1039. >>> from django.db.models.functions import Length
  1040. >>> Author.objects.create(name='Margaret Smith')
  1041. >>> author = Author.objects.annotate(
  1042. ... name_length=Length('name'),
  1043. ... goes_by_length=Length('goes_by')).get()
  1044. >>> print(author.name_length, author.goes_by_length)
  1045. (14, None)
  1046. It can also be registered as a transform. For example:
  1047. .. code-block:: pycon
  1048. >>> from django.db.models import CharField
  1049. >>> from django.db.models.functions import Length
  1050. >>> CharField.register_lookup(Length)
  1051. >>> # Get authors whose name is longer than 7 characters
  1052. >>> authors = Author.objects.filter(name__length__gt=7)
  1053. ``Lower``
  1054. ---------
  1055. .. class:: Lower(expression, **extra)
  1056. Accepts a single text field or expression and returns the lowercase
  1057. representation.
  1058. It can also be registered as a transform as described in :class:`Length`.
  1059. Usage example:
  1060. .. code-block:: pycon
  1061. >>> from django.db.models.functions import Lower
  1062. >>> Author.objects.create(name='Margaret Smith')
  1063. >>> author = Author.objects.annotate(name_lower=Lower('name')).get()
  1064. >>> print(author.name_lower)
  1065. margaret smith
  1066. ``LPad``
  1067. --------
  1068. .. class:: LPad(expression, length, fill_text=Value(' '), **extra)
  1069. Returns the value of the given text field or expression padded on the left side
  1070. with ``fill_text`` so that the resulting value is ``length`` characters long.
  1071. The default ``fill_text`` is a space.
  1072. Usage example:
  1073. .. code-block:: pycon
  1074. >>> from django.db.models import Value
  1075. >>> from django.db.models.functions import LPad
  1076. >>> Author.objects.create(name='John', alias='j')
  1077. >>> Author.objects.update(name=LPad('name', 8, Value('abc')))
  1078. 1
  1079. >>> print(Author.objects.get(alias='j').name)
  1080. abcaJohn
  1081. ``LTrim``
  1082. ---------
  1083. .. class:: LTrim(expression, **extra)
  1084. Similar to :class:`~django.db.models.functions.Trim`, but removes only leading
  1085. spaces.
  1086. ``MD5``
  1087. -------
  1088. .. class:: MD5(expression, **extra)
  1089. Accepts a single text field or expression and returns the MD5 hash of the
  1090. string.
  1091. It can also be registered as a transform as described in :class:`Length`.
  1092. Usage example:
  1093. .. code-block:: pycon
  1094. >>> from django.db.models.functions import MD5
  1095. >>> Author.objects.create(name='Margaret Smith')
  1096. >>> author = Author.objects.annotate(name_md5=MD5('name')).get()
  1097. >>> print(author.name_md5)
  1098. 749fb689816b2db85f5b169c2055b247
  1099. ``Ord``
  1100. -------
  1101. .. class:: Ord(expression, **extra)
  1102. Accepts a single text field or expression and returns the Unicode code point
  1103. value for the first character of that expression. It works similar to Python's
  1104. :func:`ord` function, but an exception isn't raised if the expression is more
  1105. than one character long.
  1106. It can also be registered as a transform as described in :class:`Length`.
  1107. The default lookup name is ``ord``.
  1108. Usage example:
  1109. .. code-block:: pycon
  1110. >>> from django.db.models.functions import Ord
  1111. >>> Author.objects.create(name='Margaret Smith')
  1112. >>> author = Author.objects.annotate(name_code_point=Ord('name')).get()
  1113. >>> print(author.name_code_point)
  1114. 77
  1115. ``Repeat``
  1116. ----------
  1117. .. class:: Repeat(expression, number, **extra)
  1118. Returns the value of the given text field or expression repeated ``number``
  1119. times.
  1120. Usage example:
  1121. .. code-block:: pycon
  1122. >>> from django.db.models.functions import Repeat
  1123. >>> Author.objects.create(name='John', alias='j')
  1124. >>> Author.objects.update(name=Repeat('name', 3))
  1125. 1
  1126. >>> print(Author.objects.get(alias='j').name)
  1127. JohnJohnJohn
  1128. ``Replace``
  1129. -----------
  1130. .. class:: Replace(expression, text, replacement=Value(''), **extra)
  1131. Replaces all occurrences of ``text`` with ``replacement`` in ``expression``.
  1132. The default replacement text is the empty string. The arguments to the function
  1133. are case-sensitive.
  1134. Usage example:
  1135. .. code-block:: pycon
  1136. >>> from django.db.models import Value
  1137. >>> from django.db.models.functions import Replace
  1138. >>> Author.objects.create(name='Margaret Johnson')
  1139. >>> Author.objects.create(name='Margaret Smith')
  1140. >>> Author.objects.update(name=Replace('name', Value('Margaret'), Value('Margareth')))
  1141. 2
  1142. >>> Author.objects.values('name')
  1143. <QuerySet [{'name': 'Margareth Johnson'}, {'name': 'Margareth Smith'}]>
  1144. ``Reverse``
  1145. -----------
  1146. .. class:: Reverse(expression, **extra)
  1147. Accepts a single text field or expression and returns the characters of that
  1148. expression in reverse order.
  1149. It can also be registered as a transform as described in :class:`Length`. The
  1150. default lookup name is ``reverse``.
  1151. Usage example:
  1152. .. code-block:: pycon
  1153. >>> from django.db.models.functions import Reverse
  1154. >>> Author.objects.create(name='Margaret Smith')
  1155. >>> author = Author.objects.annotate(backward=Reverse('name')).get()
  1156. >>> print(author.backward)
  1157. htimS teragraM
  1158. ``Right``
  1159. ---------
  1160. .. class:: Right(expression, length, **extra)
  1161. Returns the last ``length`` characters of the given text field or expression.
  1162. Usage example:
  1163. .. code-block:: pycon
  1164. >>> from django.db.models.functions import Right
  1165. >>> Author.objects.create(name='Margaret Smith')
  1166. >>> author = Author.objects.annotate(last_letter=Right('name', 1)).get()
  1167. >>> print(author.last_letter)
  1168. h
  1169. ``RPad``
  1170. --------
  1171. .. class:: RPad(expression, length, fill_text=Value(' '), **extra)
  1172. Similar to :class:`~django.db.models.functions.LPad`, but pads on the right
  1173. side.
  1174. ``RTrim``
  1175. ---------
  1176. .. class:: RTrim(expression, **extra)
  1177. Similar to :class:`~django.db.models.functions.Trim`, but removes only trailing
  1178. spaces.
  1179. ``SHA1``, ``SHA224``, ``SHA256``, ``SHA384``, and ``SHA512``
  1180. ------------------------------------------------------------
  1181. .. class:: SHA1(expression, **extra)
  1182. .. class:: SHA224(expression, **extra)
  1183. .. class:: SHA256(expression, **extra)
  1184. .. class:: SHA384(expression, **extra)
  1185. .. class:: SHA512(expression, **extra)
  1186. Accepts a single text field or expression and returns the particular hash of
  1187. the string.
  1188. They can also be registered as transforms as described in :class:`Length`.
  1189. Usage example:
  1190. .. code-block:: pycon
  1191. >>> from django.db.models.functions import SHA1
  1192. >>> Author.objects.create(name='Margaret Smith')
  1193. >>> author = Author.objects.annotate(name_sha1=SHA1('name')).get()
  1194. >>> print(author.name_sha1)
  1195. b87efd8a6c991c390be5a68e8a7945a7851c7e5c
  1196. .. admonition:: PostgreSQL
  1197. The `pgcrypto extension <https://www.postgresql.org/docs/current/
  1198. pgcrypto.html>`_ must be installed. You can use the
  1199. :class:`~django.contrib.postgres.operations.CryptoExtension` migration
  1200. operation to install it.
  1201. .. admonition:: Oracle
  1202. Oracle doesn't support the ``SHA224`` function.
  1203. ``StrIndex``
  1204. ------------
  1205. .. class:: StrIndex(string, substring, **extra)
  1206. Returns a positive integer corresponding to the 1-indexed position of the first
  1207. occurrence of ``substring`` inside ``string``, or 0 if ``substring`` is not
  1208. found.
  1209. Usage example:
  1210. .. code-block:: pycon
  1211. >>> from django.db.models import Value as V
  1212. >>> from django.db.models.functions import StrIndex
  1213. >>> Author.objects.create(name='Margaret Smith')
  1214. >>> Author.objects.create(name='Smith, Margaret')
  1215. >>> Author.objects.create(name='Margaret Jackson')
  1216. >>> Author.objects.filter(name='Margaret Jackson').annotate(
  1217. ... smith_index=StrIndex('name', V('Smith'))
  1218. ... ).get().smith_index
  1219. 0
  1220. >>> authors = Author.objects.annotate(
  1221. ... smith_index=StrIndex('name', V('Smith'))
  1222. ... ).filter(smith_index__gt=0)
  1223. <QuerySet [<Author: Margaret Smith>, <Author: Smith, Margaret>]>
  1224. .. warning::
  1225. In MySQL, a database table's :ref:`collation<mysql-collation>` determines
  1226. whether string comparisons (such as the ``expression`` and ``substring`` of
  1227. this function) are case-sensitive. Comparisons are case-insensitive by
  1228. default.
  1229. ``Substr``
  1230. ----------
  1231. .. class:: Substr(expression, pos, length=None, **extra)
  1232. Returns a substring of length ``length`` from the field or expression starting
  1233. at position ``pos``. The position is 1-indexed, so the position must be greater
  1234. than 0. If ``length`` is ``None``, then the rest of the string will be returned.
  1235. Usage example:
  1236. .. code-block:: pycon
  1237. >>> # Set the alias to the first 5 characters of the name as lowercase
  1238. >>> from django.db.models.functions import Lower, Substr
  1239. >>> Author.objects.create(name='Margaret Smith')
  1240. >>> Author.objects.update(alias=Lower(Substr('name', 1, 5)))
  1241. 1
  1242. >>> print(Author.objects.get(name='Margaret Smith').alias)
  1243. marga
  1244. ``Trim``
  1245. --------
  1246. .. class:: Trim(expression, **extra)
  1247. Returns the value of the given text field or expression with leading and
  1248. trailing spaces removed.
  1249. Usage example:
  1250. .. code-block:: pycon
  1251. >>> from django.db.models.functions import Trim
  1252. >>> Author.objects.create(name=' John ', alias='j')
  1253. >>> Author.objects.update(name=Trim('name'))
  1254. 1
  1255. >>> print(Author.objects.get(alias='j').name)
  1256. John
  1257. ``Upper``
  1258. ---------
  1259. .. class:: Upper(expression, **extra)
  1260. Accepts a single text field or expression and returns the uppercase
  1261. representation.
  1262. It can also be registered as a transform as described in :class:`Length`.
  1263. Usage example:
  1264. .. code-block:: pycon
  1265. >>> from django.db.models.functions import Upper
  1266. >>> Author.objects.create(name='Margaret Smith')
  1267. >>> author = Author.objects.annotate(name_upper=Upper('name')).get()
  1268. >>> print(author.name_upper)
  1269. MARGARET SMITH
  1270. .. _window-functions:
  1271. Window functions
  1272. ================
  1273. There are a number of functions to use in a
  1274. :class:`~django.db.models.expressions.Window` expression for computing the rank
  1275. of elements or the :class:`Ntile` of some rows.
  1276. ``CumeDist``
  1277. ------------
  1278. .. class:: CumeDist(*expressions, **extra)
  1279. Calculates the cumulative distribution of a value within a window or partition.
  1280. The cumulative distribution is defined as the number of rows preceding or
  1281. peered with the current row divided by the total number of rows in the frame.
  1282. ``DenseRank``
  1283. -------------
  1284. .. class:: DenseRank(*expressions, **extra)
  1285. Equivalent to :class:`Rank` but does not have gaps.
  1286. ``FirstValue``
  1287. --------------
  1288. .. class:: FirstValue(expression, **extra)
  1289. Returns the value evaluated at the row that's the first row of the window
  1290. frame, or ``None`` if no such value exists.
  1291. ``Lag``
  1292. -------
  1293. .. class:: Lag(expression, offset=1, default=None, **extra)
  1294. Calculates the value offset by ``offset``, and if no row exists there, returns
  1295. ``default``.
  1296. ``default`` must have the same type as the ``expression``, however, this is
  1297. only validated by the database and not in Python.
  1298. .. admonition:: MariaDB and ``default``
  1299. MariaDB `doesn't support <https://jira.mariadb.org/browse/MDEV-12981>`_
  1300. the ``default`` parameter.
  1301. ``LastValue``
  1302. -------------
  1303. .. class:: LastValue(expression, **extra)
  1304. Comparable to :class:`FirstValue`, it calculates the last value in a given
  1305. frame clause.
  1306. ``Lead``
  1307. --------
  1308. .. class:: Lead(expression, offset=1, default=None, **extra)
  1309. Calculates the leading value in a given :ref:`frame <window-frames>`. Both
  1310. ``offset`` and ``default`` are evaluated with respect to the current row.
  1311. ``default`` must have the same type as the ``expression``, however, this is
  1312. only validated by the database and not in Python.
  1313. .. admonition:: MariaDB and ``default``
  1314. MariaDB `doesn't support <https://jira.mariadb.org/browse/MDEV-12981>`_
  1315. the ``default`` parameter.
  1316. ``NthValue``
  1317. ------------
  1318. .. class:: NthValue(expression, nth=1, **extra)
  1319. Computes the row relative to the offset ``nth`` (must be a positive value)
  1320. within the window. Returns ``None`` if no row exists.
  1321. Some databases may handle a nonexistent nth-value differently. For example,
  1322. Oracle returns an empty string rather than ``None`` for character-based
  1323. expressions. Django doesn't do any conversions in these cases.
  1324. ``Ntile``
  1325. ---------
  1326. .. class:: Ntile(num_buckets=1, **extra)
  1327. Calculates a partition for each of the rows in the frame clause, distributing
  1328. numbers as evenly as possible between 1 and ``num_buckets``. If the rows don't
  1329. divide evenly into a number of buckets, one or more buckets will be represented
  1330. more frequently.
  1331. ``PercentRank``
  1332. ---------------
  1333. .. class:: PercentRank(*expressions, **extra)
  1334. Computes the relative rank of the rows in the frame clause. This computation is
  1335. equivalent to evaluating::
  1336. (rank - 1) / (total rows - 1)
  1337. The following table explains the calculation for the relative rank of a row:
  1338. ===== ===== ==== ============ =============
  1339. Row # Value Rank Calculation Relative Rank
  1340. ===== ===== ==== ============ =============
  1341. 1 15 1 (1-1)/(7-1) 0.0000
  1342. 2 20 2 (2-1)/(7-1) 0.1666
  1343. 3 20 2 (2-1)/(7-1) 0.1666
  1344. 4 20 2 (2-1)/(7-1) 0.1666
  1345. 5 30 5 (5-1)/(7-1) 0.6666
  1346. 6 30 5 (5-1)/(7-1) 0.6666
  1347. 7 40 7 (7-1)/(7-1) 1.0000
  1348. ===== ===== ==== ============ =============
  1349. ``Rank``
  1350. --------
  1351. .. class:: Rank(*expressions, **extra)
  1352. Comparable to ``RowNumber``, this function ranks rows in the window. The
  1353. computed rank contains gaps. Use :class:`DenseRank` to compute rank without
  1354. gaps.
  1355. ``RowNumber``
  1356. -------------
  1357. .. class:: RowNumber(*expressions, **extra)
  1358. Computes the row number according to the ordering of either the frame clause
  1359. or the ordering of the whole query if there is no partitioning of the
  1360. :ref:`window frame <window-frames>`.