Hybrid Attributes
Hybrid attributes encapsulate functionality that operates at both the Pythonand SQL levels. The idea for hybrid attributes comes from a feature of thesame name in SQLAlchemy.Consider the following example:
- class Interval(Model):
- start = IntegerField()
- end = IntegerField()
- @hybrid_property
- def length(self):
- return self.end - self.start
- @hybrid_method
- def contains(self, point):
- return (self.start <= point) & (point < self.end)
The hybrid attribute gets its name from the fact that the length
attribute will behave differently depending on whether it is accessed via theInterval
class or an Interval
instance.
If accessed via an instance, then it behaves just as you would expect.
If accessed via the Interval.length
class attribute, however, the lengthcalculation will be expressed as a SQL expression. For example:
- query = Interval.select().where(Interval.length > 5)
This query will be equivalent to the following SQL:
- SELECT "t1"."id", "t1"."start", "t1"."end"
- FROM "interval" AS t1
- WHERE (("t1"."end" - "t1"."start") > 5)
The playhouse.hybrid
module also contains a decorator for implementinghybrid methods which can accept parameters. As with hybrid properties, whenaccessed via a model instance, then the function executes normally as-written.When the hybrid method is called on the class, however, it will generate a SQLexpression.
Example:
- query = Interval.select().where(Interval.contains(2))
This query is equivalent to the following SQL:
- SELECT "t1"."id", "t1"."start", "t1"."end"
- FROM "interval" AS t1
- WHERE (("t1"."start" <= 2) AND (2 < "t1"."end"))
There is an additional API for situations where the python implementation differs slightly from the SQL implementation. Let’s add a radius
method to the Interval
model. Because this method calculates an absolute value, we will use the Python abs()
function for the instance portion and the fn.ABS()
SQL function for the class portion.
- class Interval(Model):
- start = IntegerField()
- end = IntegerField()
- @hybrid_property
- def length(self):
- return self.end - self.start
- @hybrid_property
- def radius(self):
- return abs(self.length) / 2
- @radius.expression
- def radius(cls):
- return fn.ABS(cls.length) / 2
What is neat is that both the radius
implementations refer to thelength
hybrid attribute! When accessed via an Interval
instance, theradius calculation will be executed in Python. When invoked via an Interval
class, we will get the appropriate SQL.
Example:
- query = Interval.select().where(Interval.radius < 3)
This query is equivalent to the following SQL:
- SELECT "t1"."id", "t1"."start", "t1"."end"
- FROM "interval" AS t1
- WHERE ((abs("t1"."end" - "t1"."start") / 2) < 3)
Pretty neat, right? Thanks for the cool idea, SQLAlchemy!
Hybrid API
- class
hybridmethod
(_func[, expr=None]) - Method decorator that allows the definition of a Python object method withboth instance-level and class-level behavior.
Example:
- class Interval(Model):
- start = IntegerField()
- end = IntegerField()
- @hybrid_method
- def contains(self, point):
- return (self.start <= point) & (point < self.end)
When called with an Interval
instance, the contains
method willbehave as you would expect. When called as a classmethod, though, a SQLexpression will be generated:
- query = Interval.select().where(Interval.contains(2))
Would generate the following SQL:
- SELECT "t1"."id", "t1"."start", "t1"."end"
- FROM "interval" AS t1
- WHERE (("t1"."start" <= 2) AND (2 < "t1"."end"))
- class
hybridproperty
(_fget[, fset=None[, fdel=None[, expr=None]]]) - Method decorator that allows the definition of a Python object propertywith both instance-level and class-level behavior.
Examples:
- class Interval(Model):
- start = IntegerField()
- end = IntegerField()
- @hybrid_property
- def length(self):
- return self.end - self.start
- @hybrid_property
- def radius(self):
- return abs(self.length) / 2
- @radius.expression
- def radius(cls):
- return fn.ABS(cls.length) / 2
When accessed on an Interval
instance, the length
and radius
properties will behave as you would expect. When accessed as classattributes, though, a SQL expression will be generated instead:
- query = (Interval
- .select()
- .where(
- (Interval.length > 6) &
- (Interval.radius >= 3)))
Would generate the following SQL:
- SELECT "t1"."id", "t1"."start", "t1"."end"
- FROM "interval" AS t1
- WHERE (
- (("t1"."end" - "t1"."start") > 6) AND
- ((abs("t1"."end" - "t1"."start") / 2) >= 3)
- )