database-functions.txt 56 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. >>> from django.db.models import FloatField
  29. >>> from django.db.models.functions import Cast
  30. >>> Author.objects.create(age=25, name='Margaret Smith')
  31. >>> author = Author.objects.annotate(
  32. ... age_as_float=Cast('age', output_field=FloatField()),
  33. ... ).get()
  34. >>> print(author.age_as_float)
  35. 25.0
  36. ``Coalesce``
  37. ------------
  38. .. class:: Coalesce(*expressions, **extra)
  39. Accepts a list of at least two field names or expressions and returns the
  40. first non-null value (note that an empty string is not considered a null
  41. value). Each argument must be of a similar type, so mixing text and numbers
  42. will result in a database error.
  43. Usage examples::
  44. >>> # Get a screen name from least to most public
  45. >>> from django.db.models import Sum, Value as V
  46. >>> from django.db.models.functions import Coalesce
  47. >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
  48. >>> author = Author.objects.annotate(
  49. ... screen_name=Coalesce('alias', 'goes_by', 'name')).get()
  50. >>> print(author.screen_name)
  51. Maggie
  52. >>> # Prevent an aggregate Sum() from returning None
  53. >>> aggregated = Author.objects.aggregate(
  54. ... combined_age=Coalesce(Sum('age'), V(0)),
  55. ... combined_age_default=Sum('age'))
  56. >>> print(aggregated['combined_age'])
  57. 0
  58. >>> print(aggregated['combined_age_default'])
  59. None
  60. .. warning::
  61. A Python value passed to ``Coalesce`` on MySQL may be converted to an
  62. incorrect type unless explicitly cast to the correct database type:
  63. >>> from django.db.models import DateTimeField
  64. >>> from django.db.models.functions import Cast, Coalesce
  65. >>> from django.utils import timezone
  66. >>> now = timezone.now()
  67. >>> Coalesce('updated', Cast(now, DateTimeField()))
  68. ``Greatest``
  69. ------------
  70. .. class:: Greatest(*expressions, **extra)
  71. Accepts a list of at least two field names or expressions and returns the
  72. greatest value. Each argument must be of a similar type, so mixing text and
  73. numbers will result in a database error.
  74. Usage example::
  75. class Blog(models.Model):
  76. body = models.TextField()
  77. modified = models.DateTimeField(auto_now=True)
  78. class Comment(models.Model):
  79. body = models.TextField()
  80. modified = models.DateTimeField(auto_now=True)
  81. blog = models.ForeignKey(Blog, on_delete=models.CASCADE)
  82. >>> from django.db.models.functions import Greatest
  83. >>> blog = Blog.objects.create(body='Greatest is the best.')
  84. >>> comment = Comment.objects.create(body='No, Least is better.', blog=blog)
  85. >>> comments = Comment.objects.annotate(last_updated=Greatest('modified', 'blog__modified'))
  86. >>> annotated_comment = comments.get()
  87. ``annotated_comment.last_updated`` will be the most recent of ``blog.modified``
  88. and ``comment.modified``.
  89. .. warning::
  90. The behavior of ``Greatest`` when one or more expression may be ``null``
  91. varies between databases:
  92. - PostgreSQL: ``Greatest`` will return the largest non-null expression,
  93. or ``null`` if all expressions are ``null``.
  94. - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Greatest``
  95. will return ``null``.
  96. The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
  97. a sensible minimum value to provide as a default.
  98. ``Least``
  99. ---------
  100. .. class:: Least(*expressions, **extra)
  101. Accepts a list of at least two field names or expressions and returns the
  102. least value. Each argument must be of a similar type, so mixing text and numbers
  103. will result in a database error.
  104. .. warning::
  105. The behavior of ``Least`` when one or more expression may be ``null``
  106. varies between databases:
  107. - PostgreSQL: ``Least`` will return the smallest non-null expression,
  108. or ``null`` if all expressions are ``null``.
  109. - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Least``
  110. will return ``null``.
  111. The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
  112. a sensible maximum value to provide as a default.
  113. ``NullIf``
  114. ----------
  115. .. class:: NullIf(expression1, expression2)
  116. Accepts two expressions and returns ``None`` if they are equal, otherwise
  117. returns ``expression1``.
  118. .. admonition:: Caveats on Oracle
  119. Due to an :ref:`Oracle convention<oracle-null-empty-strings>`, this
  120. function returns the empty string instead of ``None`` when the expressions
  121. are of type :class:`~django.db.models.CharField`.
  122. Passing ``Value(None)`` to ``expression1`` is prohibited on Oracle since
  123. Oracle doesn't accept ``NULL`` as the first argument.
  124. .. _date-functions:
  125. Date functions
  126. ==============
  127. We'll be using the following model in examples of each function::
  128. class Experiment(models.Model):
  129. start_datetime = models.DateTimeField()
  130. start_date = models.DateField(null=True, blank=True)
  131. start_time = models.TimeField(null=True, blank=True)
  132. end_datetime = models.DateTimeField(null=True, blank=True)
  133. end_date = models.DateField(null=True, blank=True)
  134. end_time = models.TimeField(null=True, blank=True)
  135. ``Extract``
  136. -----------
  137. .. class:: Extract(expression, lookup_name=None, tzinfo=None, **extra)
  138. Extracts a component of a date as a number.
  139. Takes an ``expression`` representing a ``DateField``, ``DateTimeField``,
  140. ``TimeField``, or ``DurationField`` and a ``lookup_name``, and returns the part
  141. of the date referenced by ``lookup_name`` as an ``IntegerField``.
  142. Django usually uses the databases' extract function, so you may use any
  143. ``lookup_name`` that your database supports. A ``tzinfo`` subclass, usually
  144. provided by ``pytz``, can be passed to extract a value in a specific timezone.
  145. Given the datetime ``2015-06-15 23:30:01.000321+00:00``, the built-in
  146. ``lookup_name``\s return:
  147. * "year": 2015
  148. * "iso_year": 2015
  149. * "quarter": 2
  150. * "month": 6
  151. * "day": 15
  152. * "week": 25
  153. * "week_day": 2
  154. * "iso_week_day": 1
  155. * "hour": 23
  156. * "minute": 30
  157. * "second": 1
  158. If a different timezone like ``Australia/Melbourne`` is active in Django, then
  159. the datetime is converted to the timezone before the value is extracted. The
  160. timezone offset for Melbourne in the example date above is +10:00. The values
  161. returned when this timezone is active will be the same as above except for:
  162. * "day": 16
  163. * "week_day": 3
  164. * "iso_week_day": 2
  165. * "hour": 9
  166. .. admonition:: ``week_day`` values
  167. The ``week_day`` ``lookup_type`` is calculated differently from most
  168. databases and from Python's standard functions. This function will return
  169. ``1`` for Sunday, ``2`` for Monday, through ``7`` for Saturday.
  170. The equivalent calculation in Python is::
  171. >>> from datetime import datetime
  172. >>> dt = datetime(2015, 6, 15)
  173. >>> (dt.isoweekday() % 7) + 1
  174. 2
  175. .. admonition:: ``week`` values
  176. The ``week`` ``lookup_type`` is calculated based on `ISO-8601
  177. <https://en.wikipedia.org/wiki/ISO-8601>`_, i.e.,
  178. a week starts on a Monday. The first week of a year is the one that
  179. contains the year's first Thursday, i.e. the first week has the majority
  180. (four or more) of its days in the year. The value returned is in the range
  181. 1 to 52 or 53.
  182. Each ``lookup_name`` above has a corresponding ``Extract`` subclass (listed
  183. below) that should typically be used instead of the more verbose equivalent,
  184. e.g. use ``ExtractYear(...)`` rather than ``Extract(..., lookup_name='year')``.
  185. Usage example::
  186. >>> from datetime import datetime
  187. >>> from django.db.models.functions import Extract
  188. >>> start = datetime(2015, 6, 15)
  189. >>> end = datetime(2015, 7, 2)
  190. >>> Experiment.objects.create(
  191. ... start_datetime=start, start_date=start.date(),
  192. ... end_datetime=end, end_date=end.date())
  193. >>> # Add the experiment start year as a field in the QuerySet.
  194. >>> experiment = Experiment.objects.annotate(
  195. ... start_year=Extract('start_datetime', 'year')).get()
  196. >>> experiment.start_year
  197. 2015
  198. >>> # How many experiments completed in the same year in which they started?
  199. >>> Experiment.objects.filter(
  200. ... start_datetime__year=Extract('end_datetime', 'year')).count()
  201. 1
  202. ``DateField`` extracts
  203. ~~~~~~~~~~~~~~~~~~~~~~
  204. .. class:: ExtractYear(expression, tzinfo=None, **extra)
  205. .. attribute:: lookup_name = 'year'
  206. .. class:: ExtractIsoYear(expression, tzinfo=None, **extra)
  207. Returns the ISO-8601 week-numbering year.
  208. .. attribute:: lookup_name = 'iso_year'
  209. .. class:: ExtractMonth(expression, tzinfo=None, **extra)
  210. .. attribute:: lookup_name = 'month'
  211. .. class:: ExtractDay(expression, tzinfo=None, **extra)
  212. .. attribute:: lookup_name = 'day'
  213. .. class:: ExtractWeekDay(expression, tzinfo=None, **extra)
  214. .. attribute:: lookup_name = 'week_day'
  215. .. class:: ExtractIsoWeekDay(expression, tzinfo=None, **extra)
  216. .. versionadded:: 3.1
  217. Returns the ISO-8601 week day with day 1 being Monday and day 7 being
  218. Sunday.
  219. .. attribute:: lookup_name = 'iso_week_day'
  220. .. class:: ExtractWeek(expression, tzinfo=None, **extra)
  221. .. attribute:: lookup_name = 'week'
  222. .. class:: ExtractQuarter(expression, tzinfo=None, **extra)
  223. .. attribute:: lookup_name = 'quarter'
  224. These are logically equivalent to ``Extract('date_field', lookup_name)``. Each
  225. class is also a ``Transform`` registered on ``DateField`` and ``DateTimeField``
  226. as ``__(lookup_name)``, e.g. ``__year``.
  227. Since ``DateField``\s don't have a time component, only ``Extract`` subclasses
  228. that deal with date-parts can be used with ``DateField``::
  229. >>> from datetime import datetime
  230. >>> from django.utils import timezone
  231. >>> from django.db.models.functions import (
  232. ... ExtractDay, ExtractMonth, ExtractQuarter, ExtractWeek,
  233. ... ExtractIsoWeekDay, ExtractWeekDay, ExtractIsoYear, ExtractYear,
  234. ... )
  235. >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
  236. >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
  237. >>> Experiment.objects.create(
  238. ... start_datetime=start_2015, start_date=start_2015.date(),
  239. ... end_datetime=end_2015, end_date=end_2015.date())
  240. >>> Experiment.objects.annotate(
  241. ... year=ExtractYear('start_date'),
  242. ... isoyear=ExtractIsoYear('start_date'),
  243. ... quarter=ExtractQuarter('start_date'),
  244. ... month=ExtractMonth('start_date'),
  245. ... week=ExtractWeek('start_date'),
  246. ... day=ExtractDay('start_date'),
  247. ... weekday=ExtractWeekDay('start_date'),
  248. ... isoweekday=ExtractIsoWeekDay('start_date'),
  249. ... ).values(
  250. ... 'year', 'isoyear', 'quarter', 'month', 'week', 'day', 'weekday',
  251. ... 'isoweekday',
  252. ... ).get(end_date__year=ExtractYear('start_date'))
  253. {'year': 2015, 'isoyear': 2015, 'quarter': 2, 'month': 6, 'week': 25,
  254. 'day': 15, 'weekday': 2, 'isoweekday': 1}
  255. ``DateTimeField`` extracts
  256. ~~~~~~~~~~~~~~~~~~~~~~~~~~
  257. In addition to the following, all extracts for ``DateField`` listed above may
  258. also be used on ``DateTimeField``\s .
  259. .. class:: ExtractHour(expression, tzinfo=None, **extra)
  260. .. attribute:: lookup_name = 'hour'
  261. .. class:: ExtractMinute(expression, tzinfo=None, **extra)
  262. .. attribute:: lookup_name = 'minute'
  263. .. class:: ExtractSecond(expression, tzinfo=None, **extra)
  264. .. attribute:: lookup_name = 'second'
  265. These are logically equivalent to ``Extract('datetime_field', lookup_name)``.
  266. Each class is also a ``Transform`` registered on ``DateTimeField`` as
  267. ``__(lookup_name)``, e.g. ``__minute``.
  268. ``DateTimeField`` examples::
  269. >>> from datetime import datetime
  270. >>> from django.utils import timezone
  271. >>> from django.db.models.functions import (
  272. ... ExtractDay, ExtractHour, ExtractMinute, ExtractMonth,
  273. ... ExtractQuarter, ExtractSecond, ExtractWeek, ExtractIsoWeekDay,
  274. ... ExtractWeekDay, ExtractIsoYear, ExtractYear,
  275. ... )
  276. >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
  277. >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
  278. >>> Experiment.objects.create(
  279. ... start_datetime=start_2015, start_date=start_2015.date(),
  280. ... end_datetime=end_2015, end_date=end_2015.date())
  281. >>> Experiment.objects.annotate(
  282. ... year=ExtractYear('start_datetime'),
  283. ... isoyear=ExtractIsoYear('start_datetime'),
  284. ... quarter=ExtractQuarter('start_datetime'),
  285. ... month=ExtractMonth('start_datetime'),
  286. ... week=ExtractWeek('start_datetime'),
  287. ... day=ExtractDay('start_datetime'),
  288. ... weekday=ExtractWeekDay('start_datetime'),
  289. ... isoweekday=ExtractIsoWeekDay('start_datetime'),
  290. ... hour=ExtractHour('start_datetime'),
  291. ... minute=ExtractMinute('start_datetime'),
  292. ... second=ExtractSecond('start_datetime'),
  293. ... ).values(
  294. ... 'year', 'isoyear', 'month', 'week', 'day',
  295. ... 'weekday', 'isoweekday', 'hour', 'minute', 'second',
  296. ... ).get(end_datetime__year=ExtractYear('start_datetime'))
  297. {'year': 2015, 'isoyear': 2015, 'quarter': 2, 'month': 6, 'week': 25,
  298. 'day': 15, 'weekday': 2, 'isoweekday': 1, 'hour': 23, 'minute': 30,
  299. 'second': 1}
  300. When :setting:`USE_TZ` is ``True`` then datetimes are stored in the database
  301. in UTC. If a different timezone is active in Django, the datetime is converted
  302. to that timezone before the value is extracted. The example below converts to
  303. the Melbourne timezone (UTC +10:00), which changes the day, weekday, and hour
  304. values that are returned::
  305. >>> import pytz
  306. >>> melb = pytz.timezone('Australia/Melbourne') # UTC+10:00
  307. >>> with timezone.override(melb):
  308. ... Experiment.objects.annotate(
  309. ... day=ExtractDay('start_datetime'),
  310. ... weekday=ExtractWeekDay('start_datetime'),
  311. ... isoweekday=ExtractIsoWeekDay('start_datetime'),
  312. ... hour=ExtractHour('start_datetime'),
  313. ... ).values('day', 'weekday', 'isoweekday', 'hour').get(
  314. ... end_datetime__year=ExtractYear('start_datetime'),
  315. ... )
  316. {'day': 16, 'weekday': 3, 'isoweekday': 2, 'hour': 9}
  317. Explicitly passing the timezone to the ``Extract`` function behaves in the same
  318. way, and takes priority over an active timezone::
  319. >>> import pytz
  320. >>> melb = pytz.timezone('Australia/Melbourne')
  321. >>> Experiment.objects.annotate(
  322. ... day=ExtractDay('start_datetime', tzinfo=melb),
  323. ... weekday=ExtractWeekDay('start_datetime', tzinfo=melb),
  324. ... isoweekday=ExtractIsoWeekDay('start_datetime', tzinfo=melb),
  325. ... hour=ExtractHour('start_datetime', tzinfo=melb),
  326. ... ).values('day', 'weekday', 'isoweekday', 'hour').get(
  327. ... end_datetime__year=ExtractYear('start_datetime'),
  328. ... )
  329. {'day': 16, 'weekday': 3, 'isoweekday': 2, 'hour': 9}
  330. ``Now``
  331. -------
  332. .. class:: Now()
  333. Returns the database server's current date and time when the query is executed,
  334. typically using the SQL ``CURRENT_TIMESTAMP``.
  335. Usage example::
  336. >>> from django.db.models.functions import Now
  337. >>> Article.objects.filter(published__lte=Now())
  338. <QuerySet [<Article: How to Django>]>
  339. .. admonition:: PostgreSQL considerations
  340. On PostgreSQL, the SQL ``CURRENT_TIMESTAMP`` returns the time that the
  341. current transaction started. Therefore for cross-database compatibility,
  342. ``Now()`` uses ``STATEMENT_TIMESTAMP`` instead. If you need the transaction
  343. timestamp, use :class:`django.contrib.postgres.functions.TransactionNow`.
  344. ``Trunc``
  345. ---------
  346. .. class:: Trunc(expression, kind, output_field=None, tzinfo=None, is_dst=None, **extra)
  347. Truncates a date up to a significant component.
  348. When you only care if something happened in a particular year, hour, or day,
  349. but not the exact second, then ``Trunc`` (and its subclasses) can be useful to
  350. filter or aggregate your data. For example, you can use ``Trunc`` to calculate
  351. the number of sales per day.
  352. ``Trunc`` takes a single ``expression``, representing a ``DateField``,
  353. ``TimeField``, or ``DateTimeField``, a ``kind`` representing a date or time
  354. part, and an ``output_field`` that's either ``DateTimeField()``,
  355. ``TimeField()``, or ``DateField()``. It returns a datetime, date, or time
  356. depending on ``output_field``, with fields up to ``kind`` set to their minimum
  357. value. If ``output_field`` is omitted, it will default to the ``output_field``
  358. of ``expression``. A ``tzinfo`` subclass, usually provided by ``pytz``, can be
  359. passed to truncate a value in a specific timezone.
  360. The ``is_dst`` parameter indicates whether or not ``pytz`` should interpret
  361. nonexistent and ambiguous datetimes in daylight saving time. By default (when
  362. ``is_dst=None``), ``pytz`` raises an exception for such datetimes.
  363. .. versionadded:: 3.0
  364. The ``is_dst`` parameter was added.
  365. Given the datetime ``2015-06-15 14:30:50.000321+00:00``, the built-in ``kind``\s
  366. return:
  367. * "year": 2015-01-01 00:00:00+00:00
  368. * "quarter": 2015-04-01 00:00:00+00:00
  369. * "month": 2015-06-01 00:00:00+00:00
  370. * "week": 2015-06-15 00:00:00+00:00
  371. * "day": 2015-06-15 00:00:00+00:00
  372. * "hour": 2015-06-15 14:00:00+00:00
  373. * "minute": 2015-06-15 14:30:00+00:00
  374. * "second": 2015-06-15 14:30:50+00:00
  375. If a different timezone like ``Australia/Melbourne`` is active in Django, then
  376. the datetime is converted to the new timezone before the value is truncated.
  377. The timezone offset for Melbourne in the example date above is +10:00. The
  378. values returned when this timezone is active will be:
  379. * "year": 2015-01-01 00:00:00+11:00
  380. * "quarter": 2015-04-01 00:00:00+10:00
  381. * "month": 2015-06-01 00:00:00+10:00
  382. * "week": 2015-06-16 00:00:00+10:00
  383. * "day": 2015-06-16 00:00:00+10:00
  384. * "hour": 2015-06-16 00:00:00+10:00
  385. * "minute": 2015-06-16 00:30:00+10:00
  386. * "second": 2015-06-16 00:30:50+10:00
  387. The year has an offset of +11:00 because the result transitioned into daylight
  388. saving time.
  389. Each ``kind`` above has a corresponding ``Trunc`` subclass (listed below) that
  390. should typically be used instead of the more verbose equivalent,
  391. e.g. use ``TruncYear(...)`` rather than ``Trunc(..., kind='year')``.
  392. The subclasses are all defined as transforms, but they aren't registered with
  393. any fields, because the obvious lookup names are already reserved by the
  394. ``Extract`` subclasses.
  395. Usage example::
  396. >>> from datetime import datetime
  397. >>> from django.db.models import Count, DateTimeField
  398. >>> from django.db.models.functions import Trunc
  399. >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 30, 50, 321))
  400. >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 40, 2, 123))
  401. >>> Experiment.objects.create(start_datetime=datetime(2015, 12, 25, 10, 5, 27, 999))
  402. >>> experiments_per_day = Experiment.objects.annotate(
  403. ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
  404. ... ).values('start_day').annotate(experiments=Count('id'))
  405. >>> for exp in experiments_per_day:
  406. ... print(exp['start_day'], exp['experiments'])
  407. ...
  408. 2015-06-15 00:00:00 2
  409. 2015-12-25 00:00:00 1
  410. >>> experiments = Experiment.objects.annotate(
  411. ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
  412. ... ).filter(start_day=datetime(2015, 6, 15))
  413. >>> for exp in experiments:
  414. ... print(exp.start_datetime)
  415. ...
  416. 2015-06-15 14:30:50.000321
  417. 2015-06-15 14:40:02.000123
  418. ``DateField`` truncation
  419. ~~~~~~~~~~~~~~~~~~~~~~~~
  420. .. class:: TruncYear(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  421. .. attribute:: kind = 'year'
  422. .. class:: TruncMonth(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  423. .. attribute:: kind = 'month'
  424. .. class:: TruncWeek(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  425. Truncates to midnight on the Monday of the week.
  426. .. attribute:: kind = 'week'
  427. .. class:: TruncQuarter(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  428. .. attribute:: kind = 'quarter'
  429. These are logically equivalent to ``Trunc('date_field', kind)``. They truncate
  430. all parts of the date up to ``kind`` which allows grouping or filtering dates
  431. with less precision. ``expression`` can have an ``output_field`` of either
  432. ``DateField`` or ``DateTimeField``.
  433. Since ``DateField``\s don't have a time component, only ``Trunc`` subclasses
  434. that deal with date-parts can be used with ``DateField``::
  435. >>> from datetime import datetime
  436. >>> from django.db.models import Count
  437. >>> from django.db.models.functions import TruncMonth, TruncYear
  438. >>> from django.utils import timezone
  439. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  440. >>> start2 = datetime(2015, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
  441. >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
  442. >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
  443. >>> Experiment.objects.create(start_datetime=start2, start_date=start2.date())
  444. >>> Experiment.objects.create(start_datetime=start3, start_date=start3.date())
  445. >>> experiments_per_year = Experiment.objects.annotate(
  446. ... year=TruncYear('start_date')).values('year').annotate(
  447. ... experiments=Count('id'))
  448. >>> for exp in experiments_per_year:
  449. ... print(exp['year'], exp['experiments'])
  450. ...
  451. 2014-01-01 1
  452. 2015-01-01 2
  453. >>> import pytz
  454. >>> melb = pytz.timezone('Australia/Melbourne')
  455. >>> experiments_per_month = Experiment.objects.annotate(
  456. ... month=TruncMonth('start_datetime', tzinfo=melb)).values('month').annotate(
  457. ... experiments=Count('id'))
  458. >>> for exp in experiments_per_month:
  459. ... print(exp['month'], exp['experiments'])
  460. ...
  461. 2015-06-01 00:00:00+10:00 1
  462. 2016-01-01 00:00:00+11:00 1
  463. 2014-06-01 00:00:00+10:00 1
  464. ``DateTimeField`` truncation
  465. ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
  466. .. class:: TruncDate(expression, **extra)
  467. .. attribute:: lookup_name = 'date'
  468. .. attribute:: output_field = DateField()
  469. ``TruncDate`` casts ``expression`` to a date rather than using the built-in SQL
  470. truncate function. It's also registered as a transform on ``DateTimeField`` as
  471. ``__date``.
  472. .. class:: TruncTime(expression, **extra)
  473. .. attribute:: lookup_name = 'time'
  474. .. attribute:: output_field = TimeField()
  475. ``TruncTime`` casts ``expression`` to a time rather than using the built-in SQL
  476. truncate function. It's also registered as a transform on ``DateTimeField`` as
  477. ``__time``.
  478. .. class:: TruncDay(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  479. .. attribute:: kind = 'day'
  480. .. class:: TruncHour(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  481. .. attribute:: kind = 'hour'
  482. .. class:: TruncMinute(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  483. .. attribute:: kind = 'minute'
  484. .. class:: TruncSecond(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  485. .. attribute:: kind = 'second'
  486. These are logically equivalent to ``Trunc('datetime_field', kind)``. They
  487. truncate all parts of the date up to ``kind`` and allow grouping or filtering
  488. datetimes with less precision. ``expression`` must have an ``output_field`` of
  489. ``DateTimeField``.
  490. Usage example::
  491. >>> from datetime import date, datetime
  492. >>> from django.db.models import Count
  493. >>> from django.db.models.functions import (
  494. ... TruncDate, TruncDay, TruncHour, TruncMinute, TruncSecond,
  495. ... )
  496. >>> from django.utils import timezone
  497. >>> import pytz
  498. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  499. >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
  500. >>> melb = pytz.timezone('Australia/Melbourne')
  501. >>> Experiment.objects.annotate(
  502. ... date=TruncDate('start_datetime'),
  503. ... day=TruncDay('start_datetime', tzinfo=melb),
  504. ... hour=TruncHour('start_datetime', tzinfo=melb),
  505. ... minute=TruncMinute('start_datetime'),
  506. ... second=TruncSecond('start_datetime'),
  507. ... ).values('date', 'day', 'hour', 'minute', 'second').get()
  508. {'date': datetime.date(2014, 6, 15),
  509. 'day': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=<DstTzInfo 'Australia/Melbourne' AEST+10:00:00 STD>),
  510. 'hour': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=<DstTzInfo 'Australia/Melbourne' AEST+10:00:00 STD>),
  511. 'minute': 'minute': datetime.datetime(2014, 6, 15, 14, 30, tzinfo=<UTC>),
  512. 'second': datetime.datetime(2014, 6, 15, 14, 30, 50, tzinfo=<UTC>)
  513. }
  514. ``TimeField`` truncation
  515. ~~~~~~~~~~~~~~~~~~~~~~~~
  516. .. class:: TruncHour(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  517. :noindex:
  518. .. attribute:: kind = 'hour'
  519. .. class:: TruncMinute(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  520. :noindex:
  521. .. attribute:: kind = 'minute'
  522. .. class:: TruncSecond(expression, output_field=None, tzinfo=None, is_dst=None, **extra)
  523. :noindex:
  524. .. attribute:: kind = 'second'
  525. These are logically equivalent to ``Trunc('time_field', kind)``. They truncate
  526. all parts of the time up to ``kind`` which allows grouping or filtering times
  527. with less precision. ``expression`` can have an ``output_field`` of either
  528. ``TimeField`` or ``DateTimeField``.
  529. Since ``TimeField``\s don't have a date component, only ``Trunc`` subclasses
  530. that deal with time-parts can be used with ``TimeField``::
  531. >>> from datetime import datetime
  532. >>> from django.db.models import Count, TimeField
  533. >>> from django.db.models.functions import TruncHour
  534. >>> from django.utils import timezone
  535. >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
  536. >>> start2 = datetime(2014, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
  537. >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
  538. >>> Experiment.objects.create(start_datetime=start1, start_time=start1.time())
  539. >>> Experiment.objects.create(start_datetime=start2, start_time=start2.time())
  540. >>> Experiment.objects.create(start_datetime=start3, start_time=start3.time())
  541. >>> experiments_per_hour = Experiment.objects.annotate(
  542. ... hour=TruncHour('start_datetime', output_field=TimeField()),
  543. ... ).values('hour').annotate(experiments=Count('id'))
  544. >>> for exp in experiments_per_hour:
  545. ... print(exp['hour'], exp['experiments'])
  546. ...
  547. 14:00:00 2
  548. 17:00:00 1
  549. >>> import pytz
  550. >>> melb = pytz.timezone('Australia/Melbourne')
  551. >>> experiments_per_hour = Experiment.objects.annotate(
  552. ... hour=TruncHour('start_datetime', tzinfo=melb),
  553. ... ).values('hour').annotate(experiments=Count('id'))
  554. >>> for exp in experiments_per_hour:
  555. ... print(exp['hour'], exp['experiments'])
  556. ...
  557. 2014-06-16 00:00:00+10:00 2
  558. 2016-01-01 04:00:00+11:00 1
  559. .. _math-functions:
  560. Math Functions
  561. ==============
  562. We'll be using the following model in math function examples::
  563. class Vector(models.Model):
  564. x = models.FloatField()
  565. y = models.FloatField()
  566. ``Abs``
  567. -------
  568. .. class:: Abs(expression, **extra)
  569. Returns the absolute value of a numeric field or expression.
  570. Usage example::
  571. >>> from django.db.models.functions import Abs
  572. >>> Vector.objects.create(x=-0.5, y=1.1)
  573. >>> vector = Vector.objects.annotate(x_abs=Abs('x'), y_abs=Abs('y')).get()
  574. >>> vector.x_abs, vector.y_abs
  575. (0.5, 1.1)
  576. It can also be registered as a transform. For example::
  577. >>> from django.db.models import FloatField
  578. >>> from django.db.models.functions import Abs
  579. >>> FloatField.register_lookup(Abs)
  580. >>> # Get vectors inside the unit cube
  581. >>> vectors = Vector.objects.filter(x__abs__lt=1, y__abs__lt=1)
  582. ``ACos``
  583. --------
  584. .. class:: ACos(expression, **extra)
  585. Returns the arccosine of a numeric field or expression. The expression value
  586. must be within the range -1 to 1.
  587. Usage example::
  588. >>> from django.db.models.functions import ACos
  589. >>> Vector.objects.create(x=0.5, y=-0.9)
  590. >>> vector = Vector.objects.annotate(x_acos=ACos('x'), y_acos=ACos('y')).get()
  591. >>> vector.x_acos, vector.y_acos
  592. (1.0471975511965979, 2.6905658417935308)
  593. It can also be registered as a transform. For example::
  594. >>> from django.db.models import FloatField
  595. >>> from django.db.models.functions import ACos
  596. >>> FloatField.register_lookup(ACos)
  597. >>> # Get vectors whose arccosine is less than 1
  598. >>> vectors = Vector.objects.filter(x__acos__lt=1, y__acos__lt=1)
  599. ``ASin``
  600. --------
  601. .. class:: ASin(expression, **extra)
  602. Returns the arcsine of a numeric field or expression. The expression value must
  603. be in the range -1 to 1.
  604. Usage example::
  605. >>> from django.db.models.functions import ASin
  606. >>> Vector.objects.create(x=0, y=1)
  607. >>> vector = Vector.objects.annotate(x_asin=ASin('x'), y_asin=ASin('y')).get()
  608. >>> vector.x_asin, vector.y_asin
  609. (0.0, 1.5707963267948966)
  610. It can also be registered as a transform. For example::
  611. >>> from django.db.models import FloatField
  612. >>> from django.db.models.functions import ASin
  613. >>> FloatField.register_lookup(ASin)
  614. >>> # Get vectors whose arcsine is less than 1
  615. >>> vectors = Vector.objects.filter(x__asin__lt=1, y__asin__lt=1)
  616. ``ATan``
  617. --------
  618. .. class:: ATan(expression, **extra)
  619. Returns the arctangent of a numeric field or expression.
  620. Usage example::
  621. >>> from django.db.models.functions import ATan
  622. >>> Vector.objects.create(x=3.12, y=6.987)
  623. >>> vector = Vector.objects.annotate(x_atan=ATan('x'), y_atan=ATan('y')).get()
  624. >>> vector.x_atan, vector.y_atan
  625. (1.2606282660069106, 1.428638798133829)
  626. It can also be registered as a transform. For example::
  627. >>> from django.db.models import FloatField
  628. >>> from django.db.models.functions import ATan
  629. >>> FloatField.register_lookup(ATan)
  630. >>> # Get vectors whose arctangent is less than 2
  631. >>> vectors = Vector.objects.filter(x__atan__lt=2, y__atan__lt=2)
  632. ``ATan2``
  633. ---------
  634. .. class:: ATan2(expression1, expression2, **extra)
  635. Returns the arctangent of ``expression1 / expression2``.
  636. Usage example::
  637. >>> from django.db.models.functions import ATan2
  638. >>> Vector.objects.create(x=2.5, y=1.9)
  639. >>> vector = Vector.objects.annotate(atan2=ATan2('x', 'y')).get()
  640. >>> vector.atan2
  641. 0.9209258773829491
  642. ``Ceil``
  643. --------
  644. .. class:: Ceil(expression, **extra)
  645. Returns the smallest integer greater than or equal to a numeric field or
  646. expression.
  647. Usage example::
  648. >>> from django.db.models.functions import Ceil
  649. >>> Vector.objects.create(x=3.12, y=7.0)
  650. >>> vector = Vector.objects.annotate(x_ceil=Ceil('x'), y_ceil=Ceil('y')).get()
  651. >>> vector.x_ceil, vector.y_ceil
  652. (4.0, 7.0)
  653. It can also be registered as a transform. For example::
  654. >>> from django.db.models import FloatField
  655. >>> from django.db.models.functions import Ceil
  656. >>> FloatField.register_lookup(Ceil)
  657. >>> # Get vectors whose ceil is less than 10
  658. >>> vectors = Vector.objects.filter(x__ceil__lt=10, y__ceil__lt=10)
  659. ``Cos``
  660. -------
  661. .. class:: Cos(expression, **extra)
  662. Returns the cosine of a numeric field or expression.
  663. Usage example::
  664. >>> from django.db.models.functions import Cos
  665. >>> Vector.objects.create(x=-8.0, y=3.1415926)
  666. >>> vector = Vector.objects.annotate(x_cos=Cos('x'), y_cos=Cos('y')).get()
  667. >>> vector.x_cos, vector.y_cos
  668. (-0.14550003380861354, -0.9999999999999986)
  669. It can also be registered as a transform. For example::
  670. >>> from django.db.models import FloatField
  671. >>> from django.db.models.functions import Cos
  672. >>> FloatField.register_lookup(Cos)
  673. >>> # Get vectors whose cosine is less than 0.5
  674. >>> vectors = Vector.objects.filter(x__cos__lt=0.5, y__cos__lt=0.5)
  675. ``Cot``
  676. -------
  677. .. class:: Cot(expression, **extra)
  678. Returns the cotangent of a numeric field or expression.
  679. Usage example::
  680. >>> from django.db.models.functions import Cot
  681. >>> Vector.objects.create(x=12.0, y=1.0)
  682. >>> vector = Vector.objects.annotate(x_cot=Cot('x'), y_cot=Cot('y')).get()
  683. >>> vector.x_cot, vector.y_cot
  684. (-1.5726734063976826, 0.642092615934331)
  685. It can also be registered as a transform. For example::
  686. >>> from django.db.models import FloatField
  687. >>> from django.db.models.functions import Cot
  688. >>> FloatField.register_lookup(Cot)
  689. >>> # Get vectors whose cotangent is less than 1
  690. >>> vectors = Vector.objects.filter(x__cot__lt=1, y__cot__lt=1)
  691. ``Degrees``
  692. -----------
  693. .. class:: Degrees(expression, **extra)
  694. Converts a numeric field or expression from radians to degrees.
  695. Usage example::
  696. >>> from django.db.models.functions import Degrees
  697. >>> Vector.objects.create(x=-1.57, y=3.14)
  698. >>> vector = Vector.objects.annotate(x_d=Degrees('x'), y_d=Degrees('y')).get()
  699. >>> vector.x_d, vector.y_d
  700. (-89.95437383553924, 179.9087476710785)
  701. It can also be registered as a transform. For example::
  702. >>> from django.db.models import FloatField
  703. >>> from django.db.models.functions import Degrees
  704. >>> FloatField.register_lookup(Degrees)
  705. >>> # Get vectors whose degrees are less than 360
  706. >>> vectors = Vector.objects.filter(x__degrees__lt=360, y__degrees__lt=360)
  707. ``Exp``
  708. -------
  709. .. class:: Exp(expression, **extra)
  710. Returns the value of ``e`` (the natural logarithm base) raised to the power of
  711. a numeric field or expression.
  712. Usage example::
  713. >>> from django.db.models.functions import Exp
  714. >>> Vector.objects.create(x=5.4, y=-2.0)
  715. >>> vector = Vector.objects.annotate(x_exp=Exp('x'), y_exp=Exp('y')).get()
  716. >>> vector.x_exp, vector.y_exp
  717. (221.40641620418717, 0.1353352832366127)
  718. It can also be registered as a transform. For example::
  719. >>> from django.db.models import FloatField
  720. >>> from django.db.models.functions import Exp
  721. >>> FloatField.register_lookup(Exp)
  722. >>> # Get vectors whose exp() is greater than 10
  723. >>> vectors = Vector.objects.filter(x__exp__gt=10, y__exp__gt=10)
  724. ``Floor``
  725. ---------
  726. .. class:: Floor(expression, **extra)
  727. Returns the largest integer value not greater than a numeric field or
  728. expression.
  729. Usage example::
  730. >>> from django.db.models.functions import Floor
  731. >>> Vector.objects.create(x=5.4, y=-2.3)
  732. >>> vector = Vector.objects.annotate(x_floor=Floor('x'), y_floor=Floor('y')).get()
  733. >>> vector.x_floor, vector.y_floor
  734. (5.0, -3.0)
  735. It can also be registered as a transform. For example::
  736. >>> from django.db.models import FloatField
  737. >>> from django.db.models.functions import Floor
  738. >>> FloatField.register_lookup(Floor)
  739. >>> # Get vectors whose floor() is greater than 10
  740. >>> vectors = Vector.objects.filter(x__floor__gt=10, y__floor__gt=10)
  741. ``Ln``
  742. ------
  743. .. class:: Ln(expression, **extra)
  744. Returns the natural logarithm a numeric field or expression.
  745. Usage example::
  746. >>> from django.db.models.functions import Ln
  747. >>> Vector.objects.create(x=5.4, y=233.0)
  748. >>> vector = Vector.objects.annotate(x_ln=Ln('x'), y_ln=Ln('y')).get()
  749. >>> vector.x_ln, vector.y_ln
  750. (1.6863989535702288, 5.4510384535657)
  751. It can also be registered as a transform. For example::
  752. >>> from django.db.models import FloatField
  753. >>> from django.db.models.functions import Ln
  754. >>> FloatField.register_lookup(Ln)
  755. >>> # Get vectors whose value greater than e
  756. >>> vectors = Vector.objects.filter(x__ln__gt=1, y__ln__gt=1)
  757. ``Log``
  758. -------
  759. .. class:: Log(expression1, expression2, **extra)
  760. Accepts two numeric fields or expressions and returns the logarithm of
  761. the first to base of the second.
  762. Usage example::
  763. >>> from django.db.models.functions import Log
  764. >>> Vector.objects.create(x=2.0, y=4.0)
  765. >>> vector = Vector.objects.annotate(log=Log('x', 'y')).get()
  766. >>> vector.log
  767. 2.0
  768. ``Mod``
  769. -------
  770. .. class:: Mod(expression1, expression2, **extra)
  771. Accepts two numeric fields or expressions and returns the remainder of
  772. the first divided by the second (modulo operation).
  773. Usage example::
  774. >>> from django.db.models.functions import Mod
  775. >>> Vector.objects.create(x=5.4, y=2.3)
  776. >>> vector = Vector.objects.annotate(mod=Mod('x', 'y')).get()
  777. >>> vector.mod
  778. 0.8
  779. ``Pi``
  780. ------
  781. .. class:: Pi(**extra)
  782. Returns the value of the mathematical constant ``π``.
  783. ``Power``
  784. ---------
  785. .. class:: Power(expression1, expression2, **extra)
  786. Accepts two numeric fields or expressions and returns the value of the first
  787. raised to the power of the second.
  788. Usage example::
  789. >>> from django.db.models.functions import Power
  790. >>> Vector.objects.create(x=2, y=-2)
  791. >>> vector = Vector.objects.annotate(power=Power('x', 'y')).get()
  792. >>> vector.power
  793. 0.25
  794. ``Radians``
  795. -----------
  796. .. class:: Radians(expression, **extra)
  797. Converts a numeric field or expression from degrees to radians.
  798. Usage example::
  799. >>> from django.db.models.functions import Radians
  800. >>> Vector.objects.create(x=-90, y=180)
  801. >>> vector = Vector.objects.annotate(x_r=Radians('x'), y_r=Radians('y')).get()
  802. >>> vector.x_r, vector.y_r
  803. (-1.5707963267948966, 3.141592653589793)
  804. It can also be registered as a transform. For example::
  805. >>> from django.db.models import FloatField
  806. >>> from django.db.models.functions import Radians
  807. >>> FloatField.register_lookup(Radians)
  808. >>> # Get vectors whose radians are less than 1
  809. >>> vectors = Vector.objects.filter(x__radians__lt=1, y__radians__lt=1)
  810. ``Round``
  811. ---------
  812. .. class:: Round(expression, **extra)
  813. Rounds a numeric field or expression to the nearest integer. Whether half
  814. values are rounded up or down depends on the database.
  815. Usage example::
  816. >>> from django.db.models.functions import Round
  817. >>> Vector.objects.create(x=5.4, y=-2.3)
  818. >>> vector = Vector.objects.annotate(x_r=Round('x'), y_r=Round('y')).get()
  819. >>> vector.x_r, vector.y_r
  820. (5.0, -2.0)
  821. It can also be registered as a transform. For example::
  822. >>> from django.db.models import FloatField
  823. >>> from django.db.models.functions import Round
  824. >>> FloatField.register_lookup(Round)
  825. >>> # Get vectors whose round() is less than 20
  826. >>> vectors = Vector.objects.filter(x__round__lt=20, y__round__lt=20)
  827. ``Sign``
  828. --------
  829. .. class:: Sign(expression, **extra)
  830. .. versionadded:: 3.0
  831. Returns the sign (-1, 0, 1) of a numeric field or expression.
  832. Usage example::
  833. >>> from django.db.models.functions import Sign
  834. >>> Vector.objects.create(x=5.4, y=-2.3)
  835. >>> vector = Vector.objects.annotate(x_sign=Sign('x'), y_sign=Sign('y')).get()
  836. >>> vector.x_sign, vector.y_sign
  837. (1, -1)
  838. It can also be registered as a transform. For example::
  839. >>> from django.db.models import FloatField
  840. >>> from django.db.models.functions import Sign
  841. >>> FloatField.register_lookup(Sign)
  842. >>> # Get vectors whose signs of components are less than 0.
  843. >>> vectors = Vector.objects.filter(x__sign__lt=0, y__sign__lt=0)
  844. ``Sin``
  845. -------
  846. .. class:: Sin(expression, **extra)
  847. Returns the sine of a numeric field or expression.
  848. Usage example::
  849. >>> from django.db.models.functions import Sin
  850. >>> Vector.objects.create(x=5.4, y=-2.3)
  851. >>> vector = Vector.objects.annotate(x_sin=Sin('x'), y_sin=Sin('y')).get()
  852. >>> vector.x_sin, vector.y_sin
  853. (-0.7727644875559871, -0.7457052121767203)
  854. It can also be registered as a transform. For example::
  855. >>> from django.db.models import FloatField
  856. >>> from django.db.models.functions import Sin
  857. >>> FloatField.register_lookup(Sin)
  858. >>> # Get vectors whose sin() is less than 0
  859. >>> vectors = Vector.objects.filter(x__sin__lt=0, y__sin__lt=0)
  860. ``Sqrt``
  861. --------
  862. .. class:: Sqrt(expression, **extra)
  863. Returns the square root of a nonnegative numeric field or expression.
  864. Usage example::
  865. >>> from django.db.models.functions import Sqrt
  866. >>> Vector.objects.create(x=4.0, y=12.0)
  867. >>> vector = Vector.objects.annotate(x_sqrt=Sqrt('x'), y_sqrt=Sqrt('y')).get()
  868. >>> vector.x_sqrt, vector.y_sqrt
  869. (2.0, 3.46410)
  870. It can also be registered as a transform. For example::
  871. >>> from django.db.models import FloatField
  872. >>> from django.db.models.functions import Sqrt
  873. >>> FloatField.register_lookup(Sqrt)
  874. >>> # Get vectors whose sqrt() is less than 5
  875. >>> vectors = Vector.objects.filter(x__sqrt__lt=5, y__sqrt__lt=5)
  876. ``Tan``
  877. -------
  878. .. class:: Tan(expression, **extra)
  879. Returns the tangent of a numeric field or expression.
  880. Usage example::
  881. >>> from django.db.models.functions import Tan
  882. >>> Vector.objects.create(x=0, y=12)
  883. >>> vector = Vector.objects.annotate(x_tan=Tan('x'), y_tan=Tan('y')).get()
  884. >>> vector.x_tan, vector.y_tan
  885. (0.0, -0.6358599286615808)
  886. It can also be registered as a transform. For example::
  887. >>> from django.db.models import FloatField
  888. >>> from django.db.models.functions import Tan
  889. >>> FloatField.register_lookup(Tan)
  890. >>> # Get vectors whose tangent is less than 0
  891. >>> vectors = Vector.objects.filter(x__tan__lt=0, y__tan__lt=0)
  892. .. _text-functions:
  893. Text functions
  894. ==============
  895. ``Chr``
  896. -------
  897. .. class:: Chr(expression, **extra)
  898. Accepts a numeric field or expression and returns the text representation of
  899. the expression as a single character. It works the same as Python's :func:`chr`
  900. function.
  901. Like :class:`Length`, it can be registered as a transform on ``IntegerField``.
  902. The default lookup name is ``chr``.
  903. Usage example::
  904. >>> from django.db.models.functions import Chr
  905. >>> Author.objects.create(name='Margaret Smith')
  906. >>> author = Author.objects.filter(name__startswith=Chr(ord('M'))).get()
  907. >>> print(author.name)
  908. Margaret Smith
  909. ``Concat``
  910. ----------
  911. .. class:: Concat(*expressions, **extra)
  912. Accepts a list of at least two text fields or expressions and returns the
  913. concatenated text. Each argument must be of a text or char type. If you want
  914. to concatenate a ``TextField()`` with a ``CharField()``, then be sure to tell
  915. Django that the ``output_field`` should be a ``TextField()``. Specifying an
  916. ``output_field`` is also required when concatenating a ``Value`` as in the
  917. example below.
  918. This function will never have a null result. On backends where a null argument
  919. results in the entire expression being null, Django will ensure that each null
  920. part is converted to an empty string first.
  921. Usage example::
  922. >>> # Get the display name as "name (goes_by)"
  923. >>> from django.db.models import CharField, Value as V
  924. >>> from django.db.models.functions import Concat
  925. >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
  926. >>> author = Author.objects.annotate(
  927. ... screen_name=Concat(
  928. ... 'name', V(' ('), 'goes_by', V(')'),
  929. ... output_field=CharField()
  930. ... )
  931. ... ).get()
  932. >>> print(author.screen_name)
  933. Margaret Smith (Maggie)
  934. ``Left``
  935. --------
  936. .. class:: Left(expression, length, **extra)
  937. Returns the first ``length`` characters of the given text field or expression.
  938. Usage example::
  939. >>> from django.db.models.functions import Left
  940. >>> Author.objects.create(name='Margaret Smith')
  941. >>> author = Author.objects.annotate(first_initial=Left('name', 1)).get()
  942. >>> print(author.first_initial)
  943. M
  944. ``Length``
  945. ----------
  946. .. class:: Length(expression, **extra)
  947. Accepts a single text field or expression and returns the number of characters
  948. the value has. If the expression is null, then the length will also be null.
  949. Usage example::
  950. >>> # Get the length of the name and goes_by fields
  951. >>> from django.db.models.functions import Length
  952. >>> Author.objects.create(name='Margaret Smith')
  953. >>> author = Author.objects.annotate(
  954. ... name_length=Length('name'),
  955. ... goes_by_length=Length('goes_by')).get()
  956. >>> print(author.name_length, author.goes_by_length)
  957. (14, None)
  958. It can also be registered as a transform. For example::
  959. >>> from django.db.models import CharField
  960. >>> from django.db.models.functions import Length
  961. >>> CharField.register_lookup(Length)
  962. >>> # Get authors whose name is longer than 7 characters
  963. >>> authors = Author.objects.filter(name__length__gt=7)
  964. ``Lower``
  965. ---------
  966. .. class:: Lower(expression, **extra)
  967. Accepts a single text field or expression and returns the lowercase
  968. representation.
  969. It can also be registered as a transform as described in :class:`Length`.
  970. Usage example::
  971. >>> from django.db.models.functions import Lower
  972. >>> Author.objects.create(name='Margaret Smith')
  973. >>> author = Author.objects.annotate(name_lower=Lower('name')).get()
  974. >>> print(author.name_lower)
  975. margaret smith
  976. ``LPad``
  977. --------
  978. .. class:: LPad(expression, length, fill_text=Value(' '), **extra)
  979. Returns the value of the given text field or expression padded on the left side
  980. with ``fill_text`` so that the resulting value is ``length`` characters long.
  981. The default ``fill_text`` is a space.
  982. Usage example::
  983. >>> from django.db.models import Value
  984. >>> from django.db.models.functions import LPad
  985. >>> Author.objects.create(name='John', alias='j')
  986. >>> Author.objects.update(name=LPad('name', 8, Value('abc')))
  987. 1
  988. >>> print(Author.objects.get(alias='j').name)
  989. abcaJohn
  990. ``LTrim``
  991. ---------
  992. .. class:: LTrim(expression, **extra)
  993. Similar to :class:`~django.db.models.functions.Trim`, but removes only leading
  994. spaces.
  995. ``MD5``
  996. -------
  997. .. class:: MD5(expression, **extra)
  998. .. versionadded:: 3.0
  999. Accepts a single text field or expression and returns the MD5 hash of the
  1000. string.
  1001. It can also be registered as a transform as described in :class:`Length`.
  1002. Usage example::
  1003. >>> from django.db.models.functions import MD5
  1004. >>> Author.objects.create(name='Margaret Smith')
  1005. >>> author = Author.objects.annotate(name_md5=MD5('name')).get()
  1006. >>> print(author.name_md5)
  1007. 749fb689816b2db85f5b169c2055b247
  1008. ``Ord``
  1009. -------
  1010. .. class:: Ord(expression, **extra)
  1011. Accepts a single text field or expression and returns the Unicode code point
  1012. value for the first character of that expression. It works similar to Python's
  1013. :func:`ord` function, but an exception isn't raised if the expression is more
  1014. than one character long.
  1015. It can also be registered as a transform as described in :class:`Length`.
  1016. The default lookup name is ``ord``.
  1017. Usage example::
  1018. >>> from django.db.models.functions import Ord
  1019. >>> Author.objects.create(name='Margaret Smith')
  1020. >>> author = Author.objects.annotate(name_code_point=Ord('name')).get()
  1021. >>> print(author.name_code_point)
  1022. 77
  1023. ``Repeat``
  1024. ----------
  1025. .. class:: Repeat(expression, number, **extra)
  1026. Returns the value of the given text field or expression repeated ``number``
  1027. times.
  1028. Usage example::
  1029. >>> from django.db.models.functions import Repeat
  1030. >>> Author.objects.create(name='John', alias='j')
  1031. >>> Author.objects.update(name=Repeat('name', 3))
  1032. 1
  1033. >>> print(Author.objects.get(alias='j').name)
  1034. JohnJohnJohn
  1035. ``Replace``
  1036. -----------
  1037. .. class:: Replace(expression, text, replacement=Value(''), **extra)
  1038. Replaces all occurrences of ``text`` with ``replacement`` in ``expression``.
  1039. The default replacement text is the empty string. The arguments to the function
  1040. are case-sensitive.
  1041. Usage example::
  1042. >>> from django.db.models import Value
  1043. >>> from django.db.models.functions import Replace
  1044. >>> Author.objects.create(name='Margaret Johnson')
  1045. >>> Author.objects.create(name='Margaret Smith')
  1046. >>> Author.objects.update(name=Replace('name', Value('Margaret'), Value('Margareth')))
  1047. 2
  1048. >>> Author.objects.values('name')
  1049. <QuerySet [{'name': 'Margareth Johnson'}, {'name': 'Margareth Smith'}]>
  1050. ``Reverse``
  1051. -----------
  1052. .. class:: Reverse(expression, **extra)
  1053. Accepts a single text field or expression and returns the characters of that
  1054. expression in reverse order.
  1055. It can also be registered as a transform as described in :class:`Length`. The
  1056. default lookup name is ``reverse``.
  1057. Usage example::
  1058. >>> from django.db.models.functions import Reverse
  1059. >>> Author.objects.create(name='Margaret Smith')
  1060. >>> author = Author.objects.annotate(backward=Reverse('name')).get()
  1061. >>> print(author.backward)
  1062. htimS teragraM
  1063. ``Right``
  1064. ---------
  1065. .. class:: Right(expression, length, **extra)
  1066. Returns the last ``length`` characters of the given text field or expression.
  1067. Usage example::
  1068. >>> from django.db.models.functions import Right
  1069. >>> Author.objects.create(name='Margaret Smith')
  1070. >>> author = Author.objects.annotate(last_letter=Right('name', 1)).get()
  1071. >>> print(author.last_letter)
  1072. h
  1073. ``RPad``
  1074. --------
  1075. .. class:: RPad(expression, length, fill_text=Value(' '), **extra)
  1076. Similar to :class:`~django.db.models.functions.LPad`, but pads on the right
  1077. side.
  1078. ``RTrim``
  1079. ---------
  1080. .. class:: RTrim(expression, **extra)
  1081. Similar to :class:`~django.db.models.functions.Trim`, but removes only trailing
  1082. spaces.
  1083. ``SHA1``, ``SHA224``, ``SHA256``, ``SHA384``, and ``SHA512``
  1084. ------------------------------------------------------------
  1085. .. class:: SHA1(expression, **extra)
  1086. .. class:: SHA224(expression, **extra)
  1087. .. class:: SHA256(expression, **extra)
  1088. .. class:: SHA384(expression, **extra)
  1089. .. class:: SHA512(expression, **extra)
  1090. .. versionadded:: 3.0
  1091. Accepts a single text field or expression and returns the particular hash of
  1092. the string.
  1093. They can also be registered as transforms as described in :class:`Length`.
  1094. Usage example::
  1095. >>> from django.db.models.functions import SHA1
  1096. >>> Author.objects.create(name='Margaret Smith')
  1097. >>> author = Author.objects.annotate(name_sha1=SHA1('name')).get()
  1098. >>> print(author.name_sha1)
  1099. b87efd8a6c991c390be5a68e8a7945a7851c7e5c
  1100. .. admonition:: PostgreSQL
  1101. The `pgcrypto extension <https://www.postgresql.org/docs/current/
  1102. pgcrypto.html>`_ must be installed. You can use the
  1103. :class:`~django.contrib.postgres.operations.CryptoExtension` migration
  1104. operation to install it.
  1105. .. admonition:: Oracle
  1106. Oracle doesn't support the ``SHA224`` function.
  1107. ``StrIndex``
  1108. ------------
  1109. .. class:: StrIndex(string, substring, **extra)
  1110. Returns a positive integer corresponding to the 1-indexed position of the first
  1111. occurrence of ``substring`` inside ``string``, or 0 if ``substring`` is not
  1112. found.
  1113. Usage example::
  1114. >>> from django.db.models import Value as V
  1115. >>> from django.db.models.functions import StrIndex
  1116. >>> Author.objects.create(name='Margaret Smith')
  1117. >>> Author.objects.create(name='Smith, Margaret')
  1118. >>> Author.objects.create(name='Margaret Jackson')
  1119. >>> Author.objects.filter(name='Margaret Jackson').annotate(
  1120. ... smith_index=StrIndex('name', V('Smith'))
  1121. ... ).get().smith_index
  1122. 0
  1123. >>> authors = Author.objects.annotate(
  1124. ... smith_index=StrIndex('name', V('Smith'))
  1125. ... ).filter(smith_index__gt=0)
  1126. <QuerySet [<Author: Margaret Smith>, <Author: Smith, Margaret>]>
  1127. .. warning::
  1128. In MySQL, a database table's :ref:`collation<mysql-collation>` determines
  1129. whether string comparisons (such as the ``expression`` and ``substring`` of
  1130. this function) are case-sensitive. Comparisons are case-insensitive by
  1131. default.
  1132. ``Substr``
  1133. ----------
  1134. .. class:: Substr(expression, pos, length=None, **extra)
  1135. Returns a substring of length ``length`` from the field or expression starting
  1136. at position ``pos``. The position is 1-indexed, so the position must be greater
  1137. than 0. If ``length`` is ``None``, then the rest of the string will be returned.
  1138. Usage example::
  1139. >>> # Set the alias to the first 5 characters of the name as lowercase
  1140. >>> from django.db.models.functions import Lower, Substr
  1141. >>> Author.objects.create(name='Margaret Smith')
  1142. >>> Author.objects.update(alias=Lower(Substr('name', 1, 5)))
  1143. 1
  1144. >>> print(Author.objects.get(name='Margaret Smith').alias)
  1145. marga
  1146. ``Trim``
  1147. --------
  1148. .. class:: Trim(expression, **extra)
  1149. Returns the value of the given text field or expression with leading and
  1150. trailing spaces removed.
  1151. Usage example::
  1152. >>> from django.db.models.functions import Trim
  1153. >>> Author.objects.create(name=' John ', alias='j')
  1154. >>> Author.objects.update(name=Trim('name'))
  1155. 1
  1156. >>> print(Author.objects.get(alias='j').name)
  1157. John
  1158. ``Upper``
  1159. ---------
  1160. .. class:: Upper(expression, **extra)
  1161. Accepts a single text field or expression and returns the uppercase
  1162. representation.
  1163. It can also be registered as a transform as described in :class:`Length`.
  1164. Usage example::
  1165. >>> from django.db.models.functions import Upper
  1166. >>> Author.objects.create(name='Margaret Smith')
  1167. >>> author = Author.objects.annotate(name_upper=Upper('name')).get()
  1168. >>> print(author.name_upper)
  1169. MARGARET SMITH
  1170. .. _window-functions:
  1171. Window functions
  1172. ================
  1173. There are a number of functions to use in a
  1174. :class:`~django.db.models.expressions.Window` expression for computing the rank
  1175. of elements or the :class:`Ntile` of some rows.
  1176. ``CumeDist``
  1177. ------------
  1178. .. class:: CumeDist(*expressions, **extra)
  1179. Calculates the cumulative distribution of a value within a window or partition.
  1180. The cumulative distribution is defined as the number of rows preceding or
  1181. peered with the current row divided by the total number of rows in the frame.
  1182. ``DenseRank``
  1183. -------------
  1184. .. class:: DenseRank(*expressions, **extra)
  1185. Equivalent to :class:`Rank` but does not have gaps.
  1186. ``FirstValue``
  1187. --------------
  1188. .. class:: FirstValue(expression, **extra)
  1189. Returns the value evaluated at the row that's the first row of the window
  1190. frame, or ``None`` if no such value exists.
  1191. ``Lag``
  1192. -------
  1193. .. class:: Lag(expression, offset=1, default=None, **extra)
  1194. Calculates the value offset by ``offset``, and if no row exists there, returns
  1195. ``default``.
  1196. ``default`` must have the same type as the ``expression``, however, this is
  1197. only validated by the database and not in Python.
  1198. .. admonition:: MariaDB and ``default``
  1199. MariaDB `doesn't support <https://jira.mariadb.org/browse/MDEV-12981>`_
  1200. the ``default`` parameter.
  1201. ``LastValue``
  1202. -------------
  1203. .. class:: LastValue(expression, **extra)
  1204. Comparable to :class:`FirstValue`, it calculates the last value in a given
  1205. frame clause.
  1206. ``Lead``
  1207. --------
  1208. .. class:: Lead(expression, offset=1, default=None, **extra)
  1209. Calculates the leading value in a given :ref:`frame <window-frames>`. Both
  1210. ``offset`` and ``default`` are evaluated with respect to the current row.
  1211. ``default`` must have the same type as the ``expression``, however, this is
  1212. only validated by the database and not in Python.
  1213. .. admonition:: MariaDB and ``default``
  1214. MariaDB `doesn't support <https://jira.mariadb.org/browse/MDEV-12981>`_
  1215. the ``default`` parameter.
  1216. ``NthValue``
  1217. ------------
  1218. .. class:: NthValue(expression, nth=1, **extra)
  1219. Computes the row relative to the offset ``nth`` (must be a positive value)
  1220. within the window. Returns ``None`` if no row exists.
  1221. Some databases may handle a nonexistent nth-value differently. For example,
  1222. Oracle returns an empty string rather than ``None`` for character-based
  1223. expressions. Django doesn't do any conversions in these cases.
  1224. ``Ntile``
  1225. ---------
  1226. .. class:: Ntile(num_buckets=1, **extra)
  1227. Calculates a partition for each of the rows in the frame clause, distributing
  1228. numbers as evenly as possible between 1 and ``num_buckets``. If the rows don't
  1229. divide evenly into a number of buckets, one or more buckets will be represented
  1230. more frequently.
  1231. ``PercentRank``
  1232. ---------------
  1233. .. class:: PercentRank(*expressions, **extra)
  1234. Computes the percentile rank of the rows in the frame clause. This
  1235. computation is equivalent to evaluating::
  1236. (rank - 1) / (total rows - 1)
  1237. The following table explains the calculation for the percentile rank of a row:
  1238. ===== ===== ==== ============ ============
  1239. Row # Value Rank Calculation Percent Rank
  1240. ===== ===== ==== ============ ============
  1241. 1 15 1 (1-1)/(7-1) 0.0000
  1242. 2 20 2 (2-1)/(7-1) 0.1666
  1243. 3 20 2 (2-1)/(7-1) 0.1666
  1244. 4 20 2 (2-1)/(7-1) 0.1666
  1245. 5 30 5 (5-1)/(7-1) 0.6666
  1246. 6 30 5 (5-1)/(7-1) 0.6666
  1247. 7 40 7 (7-1)/(7-1) 1.0000
  1248. ===== ===== ==== ============ ============
  1249. ``Rank``
  1250. --------
  1251. .. class:: Rank(*expressions, **extra)
  1252. Comparable to ``RowNumber``, this function ranks rows in the window. The
  1253. computed rank contains gaps. Use :class:`DenseRank` to compute rank without
  1254. gaps.
  1255. ``RowNumber``
  1256. -------------
  1257. .. class:: RowNumber(*expressions, **extra)
  1258. Computes the row number according to the ordering of either the frame clause
  1259. or the ordering of the whole query if there is no partitioning of the
  1260. :ref:`window frame <window-frames>`.