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- ==================
- Database Functions
- ==================
- .. module:: django.db.models.functions
- :synopsis: Database Functions
- The classes documented below provide a way for users to use functions provided
- by the underlying database as annotations, aggregations, or filters in Django.
- Functions are also :doc:`expressions <expressions>`, so they can be used and
- combined with other expressions like :ref:`aggregate functions
- <aggregation-functions>`.
- We'll be using the following model in examples of each function::
- class Author(models.Model):
- name = models.CharField(max_length=50)
- age = models.PositiveIntegerField(null=True, blank=True)
- alias = models.CharField(max_length=50, null=True, blank=True)
- goes_by = models.CharField(max_length=50, null=True, blank=True)
- We don't usually recommend allowing ``null=True`` for ``CharField`` since this
- allows the field to have two "empty values", but it's important for the
- ``Coalesce`` example below.
- .. _comparison-functions:
- Comparison and conversion functions
- ===================================
- ``Cast``
- --------
- .. class:: Cast(expression, output_field)
- Forces the result type of ``expression`` to be the one from ``output_field``.
- Usage example::
- >>> from django.db.models import FloatField
- >>> from django.db.models.functions import Cast
- >>> Value.objects.create(integer=4)
- >>> value = Value.objects.annotate(as_float=Cast('integer', FloatField())).get()
- >>> print(value.as_float)
- 4.0
- ``Coalesce``
- ------------
- .. class:: Coalesce(*expressions, **extra)
- Accepts a list of at least two field names or expressions and returns the
- first non-null value (note that an empty string is not considered a null
- value). Each argument must be of a similar type, so mixing text and numbers
- will result in a database error.
- Usage examples::
- >>> # Get a screen name from least to most public
- >>> from django.db.models import Sum, Value as V
- >>> from django.db.models.functions import Coalesce
- >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
- >>> author = Author.objects.annotate(
- ... screen_name=Coalesce('alias', 'goes_by', 'name')).get()
- >>> print(author.screen_name)
- Maggie
- >>> # Prevent an aggregate Sum() from returning None
- >>> aggregated = Author.objects.aggregate(
- ... combined_age=Coalesce(Sum('age'), V(0)),
- ... combined_age_default=Sum('age'))
- >>> print(aggregated['combined_age'])
- 0
- >>> print(aggregated['combined_age_default'])
- None
- .. warning::
- A Python value passed to ``Coalesce`` on MySQL may be converted to an
- incorrect type unless explicitly cast to the correct database type:
- >>> from django.db.models import DateTimeField
- >>> from django.db.models.functions import Cast, Coalesce
- >>> from django.utils import timezone
- >>> now = timezone.now()
- >>> Coalesce('updated', Cast(now, DateTimeField()))
- ``Greatest``
- ------------
- .. class:: Greatest(*expressions, **extra)
- Accepts a list of at least two field names or expressions and returns the
- greatest value. Each argument must be of a similar type, so mixing text and
- numbers will result in a database error.
- Usage example::
- class Blog(models.Model):
- body = models.TextField()
- modified = models.DateTimeField(auto_now=True)
- class Comment(models.Model):
- body = models.TextField()
- modified = models.DateTimeField(auto_now=True)
- blog = models.ForeignKey(Blog, on_delete=models.CASCADE)
- >>> from django.db.models.functions import Greatest
- >>> blog = Blog.objects.create(body='Greatest is the best.')
- >>> comment = Comment.objects.create(body='No, Least is better.', blog=blog)
- >>> comments = Comment.objects.annotate(last_updated=Greatest('modified', 'blog__modified'))
- >>> annotated_comment = comments.get()
- ``annotated_comment.last_updated`` will be the most recent of ``blog.modified``
- and ``comment.modified``.
- .. warning::
- The behavior of ``Greatest`` when one or more expression may be ``null``
- varies between databases:
- - PostgreSQL: ``Greatest`` will return the largest non-null expression,
- or ``null`` if all expressions are ``null``.
- - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Greatest``
- will return ``null``.
- The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
- a sensible minimum value to provide as a default.
- ``Least``
- ---------
- .. class:: Least(*expressions, **extra)
- Accepts a list of at least two field names or expressions and returns the
- least value. Each argument must be of a similar type, so mixing text and numbers
- will result in a database error.
- .. warning::
- The behavior of ``Least`` when one or more expression may be ``null``
- varies between databases:
- - PostgreSQL: ``Least`` will return the smallest non-null expression,
- or ``null`` if all expressions are ``null``.
- - SQLite, Oracle, and MySQL: If any expression is ``null``, ``Least``
- will return ``null``.
- The PostgreSQL behavior can be emulated using ``Coalesce`` if you know
- a sensible maximum value to provide as a default.
- .. _date-functions:
- Date functions
- ==============
- We'll be using the following model in examples of each function::
- class Experiment(models.Model):
- start_datetime = models.DateTimeField()
- start_date = models.DateField(null=True, blank=True)
- start_time = models.TimeField(null=True, blank=True)
- end_datetime = models.DateTimeField(null=True, blank=True)
- end_date = models.DateField(null=True, blank=True)
- end_time = models.TimeField(null=True, blank=True)
- ``Extract``
- -----------
- .. class:: Extract(expression, lookup_name=None, tzinfo=None, **extra)
- Extracts a component of a date as a number.
- Takes an ``expression`` representing a ``DateField``, ``DateTimeField``,
- ``TimeField``, or ``DurationField`` and a ``lookup_name``, and returns the part
- of the date referenced by ``lookup_name`` as an ``IntegerField``.
- Django usually uses the databases' extract function, so you may use any
- ``lookup_name`` that your database supports. A ``tzinfo`` subclass, usually
- provided by ``pytz``, can be passed to extract a value in a specific timezone.
- Given the datetime ``2015-06-15 23:30:01.000321+00:00``, the built-in
- ``lookup_name``\s return:
- * "year": 2015
- * "quarter": 2
- * "month": 6
- * "day": 15
- * "week": 25
- * "week_day": 2
- * "hour": 23
- * "minute": 30
- * "second": 1
- If a different timezone like ``Australia/Melbourne`` is active in Django, then
- the datetime is converted to the timezone before the value is extracted. The
- timezone offset for Melbourne in the example date above is +10:00. The values
- returned when this timezone is active will be the same as above except for:
- * "day": 16
- * "week_day": 3
- * "hour": 9
- .. admonition:: ``week_day`` values
- The ``week_day`` ``lookup_type`` is calculated differently from most
- databases and from Python's standard functions. This function will return
- ``1`` for Sunday, ``2`` for Monday, through ``7`` for Saturday.
- The equivalent calculation in Python is::
- >>> from datetime import datetime
- >>> dt = datetime(2015, 6, 15)
- >>> (dt.isoweekday() % 7) + 1
- 2
- .. admonition:: ``week`` values
- The ``week`` ``lookup_type`` is calculated based on `ISO-8601
- <https://en.wikipedia.org/wiki/ISO-8601>`_, i.e.,
- a week starts on a Monday. The first week of a year is the one that
- contains the year's first Thursday, i.e. the first week has the majority
- (four or more) of its days in the year. The value returned is in the range
- 1 to 52 or 53.
- Each ``lookup_name`` above has a corresponding ``Extract`` subclass (listed
- below) that should typically be used instead of the more verbose equivalent,
- e.g. use ``ExtractYear(...)`` rather than ``Extract(..., lookup_name='year')``.
- Usage example::
- >>> from datetime import datetime
- >>> from django.db.models.functions import Extract
- >>> start = datetime(2015, 6, 15)
- >>> end = datetime(2015, 7, 2)
- >>> Experiment.objects.create(
- ... start_datetime=start, start_date=start.date(),
- ... end_datetime=end, end_date=end.date())
- >>> # Add the experiment start year as a field in the QuerySet.
- >>> experiment = Experiment.objects.annotate(
- ... start_year=Extract('start_datetime', 'year')).get()
- >>> experiment.start_year
- 2015
- >>> # How many experiments completed in the same year in which they started?
- >>> Experiment.objects.filter(
- ... start_datetime__year=Extract('end_datetime', 'year')).count()
- 1
- ``DateField`` extracts
- ~~~~~~~~~~~~~~~~~~~~~~
- .. class:: ExtractYear(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'year'
- .. class:: ExtractMonth(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'month'
- .. class:: ExtractDay(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'day'
- .. class:: ExtractWeekDay(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'week_day'
- .. class:: ExtractWeek(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'week'
- .. class:: ExtractQuarter(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'quarter'
- These are logically equivalent to ``Extract('date_field', lookup_name)``. Each
- class is also a ``Transform`` registered on ``DateField`` and ``DateTimeField``
- as ``__(lookup_name)``, e.g. ``__year``.
- Since ``DateField``\s don't have a time component, only ``Extract`` subclasses
- that deal with date-parts can be used with ``DateField``::
- >>> from datetime import datetime
- >>> from django.utils import timezone
- >>> from django.db.models.functions import (
- ... ExtractDay, ExtractMonth, ExtractQuarter, ExtractWeek,
- ... ExtractWeekDay, ExtractYear,
- ... )
- >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
- >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
- >>> Experiment.objects.create(
- ... start_datetime=start_2015, start_date=start_2015.date(),
- ... end_datetime=end_2015, end_date=end_2015.date())
- >>> Experiment.objects.annotate(
- ... year=ExtractYear('start_date'),
- ... quarter=ExtractQuarter('start_date'),
- ... month=ExtractMonth('start_date'),
- ... week=ExtractWeek('start_date'),
- ... day=ExtractDay('start_date'),
- ... weekday=ExtractWeekDay('start_date'),
- ... ).values('year', 'quarter', 'month', 'week', 'day', 'weekday').get(
- ... end_date__year=ExtractYear('start_date'),
- ... )
- {'year': 2015, 'quarter': 2, 'month': 6, 'week': 25, 'day': 15, 'weekday': 2}
- ``DateTimeField`` extracts
- ~~~~~~~~~~~~~~~~~~~~~~~~~~
- In addition to the following, all extracts for ``DateField`` listed above may
- also be used on ``DateTimeField``\s .
- .. class:: ExtractHour(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'hour'
- .. class:: ExtractMinute(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'minute'
- .. class:: ExtractSecond(expression, tzinfo=None, **extra)
- .. attribute:: lookup_name = 'second'
- These are logically equivalent to ``Extract('datetime_field', lookup_name)``.
- Each class is also a ``Transform`` registered on ``DateTimeField`` as
- ``__(lookup_name)``, e.g. ``__minute``.
- ``DateTimeField`` examples::
- >>> from datetime import datetime
- >>> from django.utils import timezone
- >>> from django.db.models.functions import (
- ... ExtractDay, ExtractHour, ExtractMinute, ExtractMonth,
- ... ExtractQuarter, ExtractSecond, ExtractWeek, ExtractWeekDay,
- ... ExtractYear,
- ... )
- >>> start_2015 = datetime(2015, 6, 15, 23, 30, 1, tzinfo=timezone.utc)
- >>> end_2015 = datetime(2015, 6, 16, 13, 11, 27, tzinfo=timezone.utc)
- >>> Experiment.objects.create(
- ... start_datetime=start_2015, start_date=start_2015.date(),
- ... end_datetime=end_2015, end_date=end_2015.date())
- >>> Experiment.objects.annotate(
- ... year=ExtractYear('start_datetime'),
- ... quarter=ExtractQuarter('start_datetime'),
- ... month=ExtractMonth('start_datetime'),
- ... week=ExtractWeek('start_datetime'),
- ... day=ExtractDay('start_datetime'),
- ... weekday=ExtractWeekDay('start_datetime'),
- ... hour=ExtractHour('start_datetime'),
- ... minute=ExtractMinute('start_datetime'),
- ... second=ExtractSecond('start_datetime'),
- ... ).values(
- ... 'year', 'month', 'week', 'day', 'weekday', 'hour', 'minute', 'second',
- ... ).get(end_datetime__year=ExtractYear('start_datetime'))
- {'year': 2015, 'quarter': 2, 'month': 6, 'week': 25, 'day': 15, 'weekday': 2,
- 'hour': 23, 'minute': 30, 'second': 1}
- When :setting:`USE_TZ` is ``True`` then datetimes are stored in the database
- in UTC. If a different timezone is active in Django, the datetime is converted
- to that timezone before the value is extracted. The example below converts to
- the Melbourne timezone (UTC +10:00), which changes the day, weekday, and hour
- values that are returned::
- >>> import pytz
- >>> melb = pytz.timezone('Australia/Melbourne') # UTC+10:00
- >>> with timezone.override(melb):
- ... Experiment.objects.annotate(
- ... day=ExtractDay('start_datetime'),
- ... weekday=ExtractWeekDay('start_datetime'),
- ... hour=ExtractHour('start_datetime'),
- ... ).values('day', 'weekday', 'hour').get(
- ... end_datetime__year=ExtractYear('start_datetime'),
- ... )
- {'day': 16, 'weekday': 3, 'hour': 9}
- Explicitly passing the timezone to the ``Extract`` function behaves in the same
- way, and takes priority over an active timezone::
- >>> import pytz
- >>> melb = pytz.timezone('Australia/Melbourne')
- >>> Experiment.objects.annotate(
- ... day=ExtractDay('start_datetime', tzinfo=melb),
- ... weekday=ExtractWeekDay('start_datetime', tzinfo=melb),
- ... hour=ExtractHour('start_datetime', tzinfo=melb),
- ... ).values('day', 'weekday', 'hour').get(
- ... end_datetime__year=ExtractYear('start_datetime'),
- ... )
- {'day': 16, 'weekday': 3, 'hour': 9}
- ``Now``
- -------
- .. class:: Now()
- Returns the database server's current date and time when the query is executed,
- typically using the SQL ``CURRENT_TIMESTAMP``.
- Usage example::
- >>> from django.db.models.functions import Now
- >>> Article.objects.filter(published__lte=Now())
- <QuerySet [<Article: How to Django>]>
- .. admonition:: PostgreSQL considerations
- On PostgreSQL, the SQL ``CURRENT_TIMESTAMP`` returns the time that the
- current transaction started. Therefore for cross-database compatibility,
- ``Now()`` uses ``STATEMENT_TIMESTAMP`` instead. If you need the transaction
- timestamp, use :class:`django.contrib.postgres.functions.TransactionNow`.
- ``Trunc``
- ---------
- .. class:: Trunc(expression, kind, output_field=None, tzinfo=None, **extra)
- Truncates a date up to a significant component.
- When you only care if something happened in a particular year, hour, or day,
- but not the exact second, then ``Trunc`` (and its subclasses) can be useful to
- filter or aggregate your data. For example, you can use ``Trunc`` to calculate
- the number of sales per day.
- ``Trunc`` takes a single ``expression``, representing a ``DateField``,
- ``TimeField``, or ``DateTimeField``, a ``kind`` representing a date or time
- part, and an ``output_field`` that's either ``DateTimeField()``,
- ``TimeField()``, or ``DateField()``. It returns a datetime, date, or time
- depending on ``output_field``, with fields up to ``kind`` set to their minimum
- value. If ``output_field`` is omitted, it will default to the ``output_field``
- of ``expression``. A ``tzinfo`` subclass, usually provided by ``pytz``, can be
- passed to truncate a value in a specific timezone.
- Given the datetime ``2015-06-15 14:30:50.000321+00:00``, the built-in ``kind``\s
- return:
- * "year": 2015-01-01 00:00:00+00:00
- * "quarter": 2015-04-01 00:00:00+00:00
- * "month": 2015-06-01 00:00:00+00:00
- * "week": 2015-06-15 00:00:00+00:00
- * "day": 2015-06-15 00:00:00+00:00
- * "hour": 2015-06-15 14:00:00+00:00
- * "minute": 2015-06-15 14:30:00+00:00
- * "second": 2015-06-15 14:30:50+00:00
- If a different timezone like ``Australia/Melbourne`` is active in Django, then
- the datetime is converted to the new timezone before the value is truncated.
- The timezone offset for Melbourne in the example date above is +10:00. The
- values returned when this timezone is active will be:
- * "year": 2015-01-01 00:00:00+11:00
- * "quarter": 2015-04-01 00:00:00+10:00
- * "month": 2015-06-01 00:00:00+10:00
- * "week": 2015-06-16 00:00:00+10:00
- * "day": 2015-06-16 00:00:00+10:00
- * "hour": 2015-06-16 00:00:00+10:00
- * "minute": 2015-06-16 00:30:00+10:00
- * "second": 2015-06-16 00:30:50+10:00
- The year has an offset of +11:00 because the result transitioned into daylight
- saving time.
- Each ``kind`` above has a corresponding ``Trunc`` subclass (listed below) that
- should typically be used instead of the more verbose equivalent,
- e.g. use ``TruncYear(...)`` rather than ``Trunc(..., kind='year')``.
- The subclasses are all defined as transforms, but they aren't registered with
- any fields, because the obvious lookup names are already reserved by the
- ``Extract`` subclasses.
- Usage example::
- >>> from datetime import datetime
- >>> from django.db.models import Count, DateTimeField
- >>> from django.db.models.functions import Trunc
- >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 30, 50, 321))
- >>> Experiment.objects.create(start_datetime=datetime(2015, 6, 15, 14, 40, 2, 123))
- >>> Experiment.objects.create(start_datetime=datetime(2015, 12, 25, 10, 5, 27, 999))
- >>> experiments_per_day = Experiment.objects.annotate(
- ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
- ... ).values('start_day').annotate(experiments=Count('id'))
- >>> for exp in experiments_per_day:
- ... print(exp['start_day'], exp['experiments'])
- ...
- 2015-06-15 00:00:00 2
- 2015-12-25 00:00:00 1
- >>> experiments = Experiment.objects.annotate(
- ... start_day=Trunc('start_datetime', 'day', output_field=DateTimeField())
- ... ).filter(start_day=datetime(2015, 6, 15))
- >>> for exp in experiments:
- ... print(exp.start_datetime)
- ...
- 2015-06-15 14:30:50.000321
- 2015-06-15 14:40:02.000123
- ``DateField`` truncation
- ~~~~~~~~~~~~~~~~~~~~~~~~
- .. class:: TruncYear(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'year'
- .. class:: TruncMonth(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'month'
- .. class:: TruncWeek(expression, output_field=None, tzinfo=None, **extra)
- .. versionadded:: 2.1
- Truncates to midnight on the Monday of the week.
- .. attribute:: kind = 'week'
- .. class:: TruncQuarter(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'quarter'
- These are logically equivalent to ``Trunc('date_field', kind)``. They truncate
- all parts of the date up to ``kind`` which allows grouping or filtering dates
- with less precision. ``expression`` can have an ``output_field`` of either
- ``DateField`` or ``DateTimeField``.
- Since ``DateField``\s don't have a time component, only ``Trunc`` subclasses
- that deal with date-parts can be used with ``DateField``::
- >>> from datetime import datetime
- >>> from django.db.models import Count
- >>> from django.db.models.functions import TruncMonth, TruncYear
- >>> from django.utils import timezone
- >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
- >>> start2 = datetime(2015, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
- >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
- >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
- >>> Experiment.objects.create(start_datetime=start2, start_date=start2.date())
- >>> Experiment.objects.create(start_datetime=start3, start_date=start3.date())
- >>> experiments_per_year = Experiment.objects.annotate(
- ... year=TruncYear('start_date')).values('year').annotate(
- ... experiments=Count('id'))
- >>> for exp in experiments_per_year:
- ... print(exp['year'], exp['experiments'])
- ...
- 2014-01-01 1
- 2015-01-01 2
- >>> import pytz
- >>> melb = pytz.timezone('Australia/Melbourne')
- >>> experiments_per_month = Experiment.objects.annotate(
- ... month=TruncMonth('start_datetime', tzinfo=melb)).values('month').annotate(
- ... experiments=Count('id'))
- >>> for exp in experiments_per_month:
- ... print(exp['month'], exp['experiments'])
- ...
- 2015-06-01 00:00:00+10:00 1
- 2016-01-01 00:00:00+11:00 1
- 2014-06-01 00:00:00+10:00 1
- ``DateTimeField`` truncation
- ~~~~~~~~~~~~~~~~~~~~~~~~~~~~
- .. class:: TruncDate(expression, **extra)
- .. attribute:: lookup_name = 'date'
- .. attribute:: output_field = DateField()
- ``TruncDate`` casts ``expression`` to a date rather than using the built-in SQL
- truncate function. It's also registered as a transform on ``DateTimeField`` as
- ``__date``.
- .. class:: TruncTime(expression, **extra)
- .. attribute:: lookup_name = 'time'
- .. attribute:: output_field = TimeField()
- ``TruncTime`` casts ``expression`` to a time rather than using the built-in SQL
- truncate function. It's also registered as a transform on ``DateTimeField`` as
- ``__time``.
- .. class:: TruncDay(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'day'
- .. class:: TruncHour(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'hour'
- .. class:: TruncMinute(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'minute'
- .. class:: TruncSecond(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'second'
- These are logically equivalent to ``Trunc('datetime_field', kind)``. They
- truncate all parts of the date up to ``kind`` and allow grouping or filtering
- datetimes with less precision. ``expression`` must have an ``output_field`` of
- ``DateTimeField``.
- Usage example::
- >>> from datetime import date, datetime
- >>> from django.db.models import Count
- >>> from django.db.models.functions import (
- ... TruncDate, TruncDay, TruncHour, TruncMinute, TruncSecond,
- ... )
- >>> from django.utils import timezone
- >>> import pytz
- >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
- >>> Experiment.objects.create(start_datetime=start1, start_date=start1.date())
- >>> melb = pytz.timezone('Australia/Melbourne')
- >>> Experiment.objects.annotate(
- ... date=TruncDate('start_datetime'),
- ... day=TruncDay('start_datetime', tzinfo=melb),
- ... hour=TruncHour('start_datetime', tzinfo=melb),
- ... minute=TruncMinute('start_datetime'),
- ... second=TruncSecond('start_datetime'),
- ... ).values('date', 'day', 'hour', 'minute', 'second').get()
- {'date': datetime.date(2014, 6, 15),
- 'day': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=<DstTzInfo 'Australia/Melbourne' AEST+10:00:00 STD>),
- 'hour': datetime.datetime(2014, 6, 16, 0, 0, tzinfo=<DstTzInfo 'Australia/Melbourne' AEST+10:00:00 STD>),
- 'minute': 'minute': datetime.datetime(2014, 6, 15, 14, 30, tzinfo=<UTC>),
- 'second': datetime.datetime(2014, 6, 15, 14, 30, 50, tzinfo=<UTC>)
- }
- ``TimeField`` truncation
- ~~~~~~~~~~~~~~~~~~~~~~~~
- .. class:: TruncHour(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'hour'
- .. class:: TruncMinute(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'minute'
- .. class:: TruncSecond(expression, output_field=None, tzinfo=None, **extra)
- .. attribute:: kind = 'second'
- These are logically equivalent to ``Trunc('time_field', kind)``. They truncate
- all parts of the time up to ``kind`` which allows grouping or filtering times
- with less precision. ``expression`` can have an ``output_field`` of either
- ``TimeField`` or ``DateTimeField``.
- Since ``TimeField``\s don't have a date component, only ``Trunc`` subclasses
- that deal with time-parts can be used with ``TimeField``::
- >>> from datetime import datetime
- >>> from django.db.models import Count, TimeField
- >>> from django.db.models.functions import TruncHour
- >>> from django.utils import timezone
- >>> start1 = datetime(2014, 6, 15, 14, 30, 50, 321, tzinfo=timezone.utc)
- >>> start2 = datetime(2014, 6, 15, 14, 40, 2, 123, tzinfo=timezone.utc)
- >>> start3 = datetime(2015, 12, 31, 17, 5, 27, 999, tzinfo=timezone.utc)
- >>> Experiment.objects.create(start_datetime=start1, start_time=start1.time())
- >>> Experiment.objects.create(start_datetime=start2, start_time=start2.time())
- >>> Experiment.objects.create(start_datetime=start3, start_time=start3.time())
- >>> experiments_per_hour = Experiment.objects.annotate(
- ... hour=TruncHour('start_datetime', output_field=TimeField()),
- ... ).values('hour').annotate(experiments=Count('id'))
- >>> for exp in experiments_per_hour:
- ... print(exp['hour'], exp['experiments'])
- ...
- 14:00:00 2
- 17:00:00 1
- >>> import pytz
- >>> melb = pytz.timezone('Australia/Melbourne')
- >>> experiments_per_hour = Experiment.objects.annotate(
- ... hour=TruncHour('start_datetime', tzinfo=melb),
- ... ).values('hour').annotate(experiments=Count('id'))
- >>> for exp in experiments_per_hour:
- ... print(exp['hour'], exp['experiments'])
- ...
- 2014-06-16 00:00:00+10:00 2
- 2016-01-01 04:00:00+11:00 1
- .. _text-functions:
- Text functions
- ==============
- ``Chr``
- -------
- .. class:: Chr(expression, **extra)
- .. versionadded:: 2.1
- Accepts a numeric field or expression and returns the text representation of
- the expression as a single character. It works the same as Python's :func:`chr`
- function.
- Like :class:`Length`, it can be registered as a transform on ``IntegerField``.
- The default lookup name is ``chr``.
- Usage example::
- >>> from django.db.models.functions import Chr
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.filter(name__startswith=Chr(ord('M'))).get()
- >>> print(author.name)
- Margaret Smith
- ``Concat``
- ----------
- .. class:: Concat(*expressions, **extra)
- Accepts a list of at least two text fields or expressions and returns the
- concatenated text. Each argument must be of a text or char type. If you want
- to concatenate a ``TextField()`` with a ``CharField()``, then be sure to tell
- Django that the ``output_field`` should be a ``TextField()``. Specifying an
- ``output_field`` is also required when concatenating a ``Value`` as in the
- example below.
- This function will never have a null result. On backends where a null argument
- results in the entire expression being null, Django will ensure that each null
- part is converted to an empty string first.
- Usage example::
- >>> # Get the display name as "name (goes_by)"
- >>> from django.db.models import CharField, Value as V
- >>> from django.db.models.functions import Concat
- >>> Author.objects.create(name='Margaret Smith', goes_by='Maggie')
- >>> author = Author.objects.annotate(
- ... screen_name=Concat(
- ... 'name', V(' ('), 'goes_by', V(')'),
- ... output_field=CharField()
- ... )
- ... ).get()
- >>> print(author.screen_name)
- Margaret Smith (Maggie)
- ``Left``
- --------
- .. class:: Left(expression, length, **extra)
- .. versionadded:: 2.1
- Returns the first ``length`` characters of the given text field or expression.
- Usage example::
- >>> from django.db.models.functions import Left
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(first_initial=Left('name', 1)).get()
- >>> print(author.first_initial)
- M
- ``Length``
- ----------
- .. class:: Length(expression, **extra)
- Accepts a single text field or expression and returns the number of characters
- the value has. If the expression is null, then the length will also be null.
- Usage example::
- >>> # Get the length of the name and goes_by fields
- >>> from django.db.models.functions import Length
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(
- ... name_length=Length('name'),
- ... goes_by_length=Length('goes_by')).get()
- >>> print(author.name_length, author.goes_by_length)
- (14, None)
- It can also be registered as a transform. For example::
- >>> from django.db.models import CharField
- >>> from django.db.models.functions import Length
- >>> CharField.register_lookup(Length)
- >>> # Get authors whose name is longer than 7 characters
- >>> authors = Author.objects.filter(name__length__gt=7)
- ``Lower``
- ---------
- .. class:: Lower(expression, **extra)
- Accepts a single text field or expression and returns the lowercase
- representation.
- It can also be registered as a transform as described in :class:`Length`.
- Usage example::
- >>> from django.db.models.functions import Lower
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(name_lower=Lower('name')).get()
- >>> print(author.name_lower)
- margaret smith
- ``LPad``
- --------
- .. class:: LPad(expression, length, fill_text=Value(' '), **extra)
- .. versionadded:: 2.1
- Returns the value of the given text field or expression padded on the left side
- with ``fill_text`` so that the resulting value is ``length`` characters long.
- The default ``fill_text`` is a space.
- Usage example::
- >>> from django.db.models import Value
- >>> from django.db.models.functions import LPad
- >>> Author.objects.create(name='John', alias='j')
- >>> Author.objects.update(name=LPad('name', 8, Value('abc')))
- 1
- >>> print(Author.objects.get(alias='j').name)
- abcaJohn
- ``LTrim``
- ---------
- .. class:: LTrim(expression, **extra)
- .. versionadded:: 2.1
- Similar to :class:`~django.db.models.functions.Trim`, but removes only leading
- spaces.
- ``Ord``
- -------
- .. class:: Ord(expression, **extra)
- .. versionadded:: 2.1
- Accepts a single text field or expression and returns the Unicode code point
- value for the first character of that expression. It works similar to Python's
- :func:`ord` function, but an exception isn't raised if the expression is more
- than one character long.
- It can also be registered as a transform as described in :class:`Length`.
- The default lookup name is ``ord``.
- Usage example::
- >>> from django.db.models.functions import Ord
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(name_code_point=Ord('name')).get()
- >>> print(author.name_code_point)
- 77
- ``Repeat``
- ----------
- .. class:: Repeat(expression, number, **extra)
- .. versionadded:: 2.1
- Returns the value of the given text field or expression repeated ``number``
- times.
- Usage example::
- >>> from django.db.models.functions import Repeat
- >>> Author.objects.create(name='John', alias='j')
- >>> Author.objects.update(name=Repeat('name', 3))
- 1
- >>> print(Author.objects.get(alias='j').name)
- JohnJohnJohn
- ``Replace``
- -----------
- .. class:: Replace(expression, text, replacement=Value(''), **extra)
- .. versionadded:: 2.1
- Replaces all occurrences of ``text`` with ``replacement`` in ``expression``.
- The default replacement text is the empty string. The arguments to the function
- are case-sensitive.
- Usage example::
- >>> from django.db.models import Value
- >>> from django.db.models.functions import Replace
- >>> Author.objects.create(name='Margaret Johnson')
- >>> Author.objects.create(name='Margaret Smith')
- >>> Author.objects.update(name=Replace('name', Value('Margaret'), Value('Margareth')))
- 2
- >>> Author.objects.values('name')
- <QuerySet [{'name': 'Margareth Johnson'}, {'name': 'Margareth Smith'}]>
- ``Right``
- ---------
- .. class:: Right(expression, length, **extra)
- .. versionadded:: 2.1
- Returns the last ``length`` characters of the given text field or expression.
- Usage example::
- >>> from django.db.models.functions import Right
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(last_letter=Right('name', 1)).get()
- >>> print(author.last_letter)
- h
- ``RPad``
- --------
- .. class:: RPad(expression, length, fill_text=Value(' '), **extra)
- .. versionadded:: 2.1
- Similar to :class:`~django.db.models.functions.LPad`, but pads on the right
- side.
- ``RTrim``
- ---------
- .. class:: RTrim(expression, **extra)
- .. versionadded:: 2.1
- Similar to :class:`~django.db.models.functions.Trim`, but removes only trailing
- spaces.
- ``StrIndex``
- ------------
- .. class:: StrIndex(string, substring, **extra)
- Returns a positive integer corresponding to the 1-indexed position of the first
- occurrence of ``substring`` inside ``string``, or 0 if ``substring`` is not
- found.
- Usage example::
- >>> from django.db.models import Value as V
- >>> from django.db.models.functions import StrIndex
- >>> Author.objects.create(name='Margaret Smith')
- >>> Author.objects.create(name='Smith, Margaret')
- >>> Author.objects.create(name='Margaret Jackson')
- >>> Author.objects.filter(name='Margaret Jackson').annotate(
- ... smith_index=StrIndex('name', V('Smith'))
- ... ).get().smith_index
- 0
- >>> authors = Author.objects.annotate(
- ... smith_index=StrIndex('name', V('Smith'))
- ... ).filter(smith_index__gt=0)
- <QuerySet [<Author: Margaret Smith>, <Author: Smith, Margaret>]>
- .. warning::
- In MySQL, a database table's :ref:`collation<mysql-collation>` determines
- whether string comparisons (such as the ``expression`` and ``substring`` of
- this function) are case-sensitive. Comparisons are case-insensitive by
- default.
- ``Substr``
- ----------
- .. class:: Substr(expression, pos, length=None, **extra)
- Returns a substring of length ``length`` from the field or expression starting
- at position ``pos``. The position is 1-indexed, so the position must be greater
- than 0. If ``length`` is ``None``, then the rest of the string will be returned.
- Usage example::
- >>> # Set the alias to the first 5 characters of the name as lowercase
- >>> from django.db.models.functions import Lower, Substr
- >>> Author.objects.create(name='Margaret Smith')
- >>> Author.objects.update(alias=Lower(Substr('name', 1, 5)))
- 1
- >>> print(Author.objects.get(name='Margaret Smith').alias)
- marga
- ``Trim``
- --------
- .. class:: Trim(expression, **extra)
- .. versionadded:: 2.1
- Returns the value of the given text field or expression with leading and
- trailing spaces removed.
- Usage example::
- >>> from django.db.models.functions import Trim
- >>> Author.objects.create(name=' John ', alias='j')
- >>> Author.objects.update(name=Trim('name'))
- 1
- >>> print(Author.objects.get(alias='j').name)
- John
- ``Upper``
- ---------
- .. class:: Upper(expression, **extra)
- Accepts a single text field or expression and returns the uppercase
- representation.
- It can also be registered as a transform as described in :class:`Length`.
- Usage example::
- >>> from django.db.models.functions import Upper
- >>> Author.objects.create(name='Margaret Smith')
- >>> author = Author.objects.annotate(name_upper=Upper('name')).get()
- >>> print(author.name_upper)
- MARGARET SMITH
- .. _window-functions:
- Window functions
- ================
- There are a number of functions to use in a
- :class:`~django.db.models.expressions.Window` expression for computing the rank
- of elements or the :class:`Ntile` of some rows.
- ``CumeDist``
- ------------
- .. class:: CumeDist(*expressions, **extra)
- Calculates the cumulative distribution of a value within a window or partition.
- The cumulative distribution is defined as the number of rows preceding or
- peered with the current row divided by the total number of rows in the frame.
- ``DenseRank``
- -------------
- .. class:: DenseRank(*expressions, **extra)
- Equivalent to :class:`Rank` but does not have gaps.
- ``FirstValue``
- --------------
- .. class:: FirstValue(expression, **extra)
- Returns the value evaluated at the row that's the first row of the window
- frame, or ``None`` if no such value exists.
- ``Lag``
- -------
- .. class:: Lag(expression, offset=1, default=None, **extra)
- Calculates the value offset by ``offset``, and if no row exists there, returns
- ``default``.
- ``default`` must have the same type as the ``expression``, however, this is
- only validated by the database and not in Python.
- ``LastValue``
- -------------
- .. class:: LastValue(expression, **extra)
- Comparable to :class:`FirstValue`, it calculates the last value in a given
- frame clause.
- ``Lead``
- --------
- .. class:: Lead(expression, offset=1, default=None, **extra)
- Calculates the leading value in a given :ref:`frame <window-frames>`. Both
- ``offset`` and ``default`` are evaluated with respect to the current row.
- ``default`` must have the same type as the ``expression``, however, this is
- only validated by the database and not in Python.
- ``NthValue``
- ------------
- .. class:: NthValue(expression, nth=1, **extra)
- Computes the row relative to the offset ``nth`` (must be a positive value)
- within the window. Returns ``None`` if no row exists.
- Some databases may handle a nonexistent nth-value differently. For example,
- Oracle returns an empty string rather than ``None`` for character-based
- expressions. Django doesn't do any conversions in these cases.
- ``Ntile``
- ---------
- .. class:: Ntile(num_buckets=1, **extra)
- Calculates a partition for each of the rows in the frame clause, distributing
- numbers as evenly as possible between 1 and ``num_buckets``. If the rows don't
- divide evenly into a number of buckets, one or more buckets will be represented
- more frequently.
- ``PercentRank``
- ---------------
- .. class:: PercentRank(*expressions, **extra)
- Computes the percentile rank of the rows in the frame clause. This
- computation is equivalent to evaluating::
- (rank - 1) / (total rows - 1)
- The following table explains the calculation for the percentile rank of a row:
- ===== ===== ==== ============ ============
- Row # Value Rank Calculation Percent Rank
- ===== ===== ==== ============ ============
- 1 15 1 (1-1)/(7-1) 0.0000
- 2 20 2 (2-1)/(7-1) 0.1666
- 3 20 2 (2-1)/(7-1) 0.1666
- 4 20 2 (2-1)/(7-1) 0.1666
- 5 30 5 (5-1)/(7-1) 0.6666
- 6 30 5 (5-1)/(7-1) 0.6666
- 7 40 7 (7-1)/(7-1) 1.0000
- ===== ===== ==== ============ ============
- ``Rank``
- --------
- .. class:: Rank(*expressions, **extra)
- Comparable to ``RowNumber``, this function ranks rows in the window. The
- computed rank contains gaps. Use :class:`DenseRank` to compute rank without
- gaps.
- ``RowNumber``
- -------------
- .. class:: RowNumber(*expressions, **extra)
- Computes the row number according to the ordering of either the frame clause
- or the ordering of the whole query if there is no partitioning of the
- :ref:`window frame <window-frames>`.
|