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author | Mike Bayer <mike_mp@zzzcomputing.com> | 2014-12-17 16:44:40 -0500 |
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committer | Mike Bayer <mike_mp@zzzcomputing.com> | 2014-12-17 16:44:40 -0500 |
commit | de518958c4bf4002db7ef4ffd0eaf73efaacfc25 (patch) | |
tree | 38bc21c3b4463675b6998f3ba182f4da6129fc09 /doc/build/orm/mapping_columns.rst | |
parent | aa0c20b804d3504df9bf60d6be3d7f3d68e680c1 (diff) | |
download | sqlalchemy-improve_toc.tar.gz |
- edits, new breakoutsimprove_toc
Diffstat (limited to 'doc/build/orm/mapping_columns.rst')
-rw-r--r-- | doc/build/orm/mapping_columns.rst | 711 |
1 files changed, 2 insertions, 709 deletions
diff --git a/doc/build/orm/mapping_columns.rst b/doc/build/orm/mapping_columns.rst index 0ea7b697b..b36bfd2f1 100644 --- a/doc/build/orm/mapping_columns.rst +++ b/doc/build/orm/mapping_columns.rst @@ -1,11 +1,7 @@ .. module:: sqlalchemy.orm -================= -Mapping Columns -================= - -Customizing Column Properties -============================== +Mapping Table Columns +===================== The default behavior of :func:`~.orm.mapper` is to assemble all the columns in the mapped :class:`.Table` into mapped object attributes, each of which are @@ -224,706 +220,3 @@ should be included or excluded:: functions. - -.. _mapper_sql_expressions: - -SQL Expressions as Mapped Attributes -===================================== - -Attributes on a mapped class can be linked to SQL expressions, which can -be used in queries. - -Using a Hybrid --------------- - -The easiest and most flexible way to link relatively simple SQL expressions to a class is to use a so-called -"hybrid attribute", -described in the section :ref:`hybrids_toplevel`. The hybrid provides -for an expression that works at both the Python level as well as at the -SQL expression level. For example, below we map a class ``User``, -containing attributes ``firstname`` and ``lastname``, and include a hybrid that -will provide for us the ``fullname``, which is the string concatenation of the two:: - - from sqlalchemy.ext.hybrid import hybrid_property - - class User(Base): - __tablename__ = 'user' - id = Column(Integer, primary_key=True) - firstname = Column(String(50)) - lastname = Column(String(50)) - - @hybrid_property - def fullname(self): - return self.firstname + " " + self.lastname - -Above, the ``fullname`` attribute is interpreted at both the instance and -class level, so that it is available from an instance:: - - some_user = session.query(User).first() - print some_user.fullname - -as well as usable wtihin queries:: - - some_user = session.query(User).filter(User.fullname == "John Smith").first() - -The string concatenation example is a simple one, where the Python expression -can be dual purposed at the instance and class level. Often, the SQL expression -must be distinguished from the Python expression, which can be achieved using -:meth:`.hybrid_property.expression`. Below we illustrate the case where a conditional -needs to be present inside the hybrid, using the ``if`` statement in Python and the -:func:`.sql.expression.case` construct for SQL expressions:: - - from sqlalchemy.ext.hybrid import hybrid_property - from sqlalchemy.sql import case - - class User(Base): - __tablename__ = 'user' - id = Column(Integer, primary_key=True) - firstname = Column(String(50)) - lastname = Column(String(50)) - - @hybrid_property - def fullname(self): - if self.firstname is not None: - return self.firstname + " " + self.lastname - else: - return self.lastname - - @fullname.expression - def fullname(cls): - return case([ - (cls.firstname != None, cls.firstname + " " + cls.lastname), - ], else_ = cls.lastname) - -.. _mapper_column_property_sql_expressions: - -Using column_property ---------------------- - -The :func:`.orm.column_property` function can be used to map a SQL -expression in a manner similar to a regularly mapped :class:`.Column`. -With this technique, the attribute is loaded -along with all other column-mapped attributes at load time. This is in some -cases an advantage over the usage of hybrids, as the value can be loaded -up front at the same time as the parent row of the object, particularly if -the expression is one which links to other tables (typically as a correlated -subquery) to access data that wouldn't normally be -available on an already loaded object. - -Disadvantages to using :func:`.orm.column_property` for SQL expressions include that -the expression must be compatible with the SELECT statement emitted for the class -as a whole, and there are also some configurational quirks which can occur -when using :func:`.orm.column_property` from declarative mixins. - -Our "fullname" example can be expressed using :func:`.orm.column_property` as -follows:: - - from sqlalchemy.orm import column_property - - class User(Base): - __tablename__ = 'user' - id = Column(Integer, primary_key=True) - firstname = Column(String(50)) - lastname = Column(String(50)) - fullname = column_property(firstname + " " + lastname) - -Correlated subqueries may be used as well. Below we use the :func:`.select` -construct to create a SELECT that links together the count of ``Address`` -objects available for a particular ``User``:: - - from sqlalchemy.orm import column_property - from sqlalchemy import select, func - from sqlalchemy import Column, Integer, String, ForeignKey - - from sqlalchemy.ext.declarative import declarative_base - - Base = declarative_base() - - class Address(Base): - __tablename__ = 'address' - id = Column(Integer, primary_key=True) - user_id = Column(Integer, ForeignKey('user.id')) - - class User(Base): - __tablename__ = 'user' - id = Column(Integer, primary_key=True) - address_count = column_property( - select([func.count(Address.id)]).\ - where(Address.user_id==id).\ - correlate_except(Address) - ) - -In the above example, we define a :func:`.select` construct like the following:: - - select([func.count(Address.id)]).\ - where(Address.user_id==id).\ - correlate_except(Address) - -The meaning of the above statement is, select the count of ``Address.id`` rows -where the ``Address.user_id`` column is equated to ``id``, which in the context -of the ``User`` class is the :class:`.Column` named ``id`` (note that ``id`` is -also the name of a Python built in function, which is not what we want to use -here - if we were outside of the ``User`` class definition, we'd use ``User.id``). - -The :meth:`.select.correlate_except` directive indicates that each element in the -FROM clause of this :func:`.select` may be omitted from the FROM list (that is, correlated -to the enclosing SELECT statement against ``User``) except for the one corresponding -to ``Address``. This isn't strictly necessary, but prevents ``Address`` from -being inadvertently omitted from the FROM list in the case of a long string -of joins between ``User`` and ``Address`` tables where SELECT statements against -``Address`` are nested. - -If import issues prevent the :func:`.column_property` from being defined -inline with the class, it can be assigned to the class after both -are configured. In Declarative this has the effect of calling :meth:`.Mapper.add_property` -to add an additional property after the fact:: - - User.address_count = column_property( - select([func.count(Address.id)]).\ - where(Address.user_id==User.id) - ) - -For many-to-many relationships, use :func:`.and_` to join the fields of the -association table to both tables in a relation, illustrated -here with a classical mapping:: - - from sqlalchemy import and_ - - mapper(Author, authors, properties={ - 'book_count': column_property( - select([func.count(books.c.id)], - and_( - book_authors.c.author_id==authors.c.id, - book_authors.c.book_id==books.c.id - ))) - }) - -Using a plain descriptor -------------------------- - -In cases where a SQL query more elaborate than what :func:`.orm.column_property` -or :class:`.hybrid_property` can provide must be emitted, a regular Python -function accessed as an attribute can be used, assuming the expression -only needs to be available on an already-loaded instance. The function -is decorated with Python's own ``@property`` decorator to mark it as a read-only -attribute. Within the function, :func:`.object_session` -is used to locate the :class:`.Session` corresponding to the current object, -which is then used to emit a query:: - - from sqlalchemy.orm import object_session - from sqlalchemy import select, func - - class User(Base): - __tablename__ = 'user' - id = Column(Integer, primary_key=True) - firstname = Column(String(50)) - lastname = Column(String(50)) - - @property - def address_count(self): - return object_session(self).\ - scalar( - select([func.count(Address.id)]).\ - where(Address.user_id==self.id) - ) - -The plain descriptor approach is useful as a last resort, but is less performant -in the usual case than both the hybrid and column property approaches, in that -it needs to emit a SQL query upon each access. - -Changing Attribute Behavior -============================ - -.. _simple_validators: - -Simple Validators ------------------ - -A quick way to add a "validation" routine to an attribute is to use the -:func:`~sqlalchemy.orm.validates` decorator. An attribute validator can raise -an exception, halting the process of mutating the attribute's value, or can -change the given value into something different. Validators, like all -attribute extensions, are only called by normal userland code; they are not -issued when the ORM is populating the object:: - - from sqlalchemy.orm import validates - - class EmailAddress(Base): - __tablename__ = 'address' - - id = Column(Integer, primary_key=True) - email = Column(String) - - @validates('email') - def validate_email(self, key, address): - assert '@' in address - return address - -.. versionchanged:: 1.0.0 - validators are no longer triggered within - the flush process when the newly fetched values for primary key - columns as well as some python- or server-side defaults are fetched. - Prior to 1.0, validators may be triggered in those cases as well. - - -Validators also receive collection append events, when items are added to a -collection:: - - from sqlalchemy.orm import validates - - class User(Base): - # ... - - addresses = relationship("Address") - - @validates('addresses') - def validate_address(self, key, address): - assert '@' in address.email - return address - - -The validation function by default does not get emitted for collection -remove events, as the typical expectation is that a value being discarded -doesn't require validation. However, :func:`.validates` supports reception -of these events by specifying ``include_removes=True`` to the decorator. When -this flag is set, the validation function must receive an additional boolean -argument which if ``True`` indicates that the operation is a removal:: - - from sqlalchemy.orm import validates - - class User(Base): - # ... - - addresses = relationship("Address") - - @validates('addresses', include_removes=True) - def validate_address(self, key, address, is_remove): - if is_remove: - raise ValueError( - "not allowed to remove items from the collection") - else: - assert '@' in address.email - return address - -The case where mutually dependent validators are linked via a backref -can also be tailored, using the ``include_backrefs=False`` option; this option, -when set to ``False``, prevents a validation function from emitting if the -event occurs as a result of a backref:: - - from sqlalchemy.orm import validates - - class User(Base): - # ... - - addresses = relationship("Address", backref='user') - - @validates('addresses', include_backrefs=False) - def validate_address(self, key, address): - assert '@' in address.email - return address - -Above, if we were to assign to ``Address.user`` as in ``some_address.user = some_user``, -the ``validate_address()`` function would *not* be emitted, even though an append -occurs to ``some_user.addresses`` - the event is caused by a backref. - -Note that the :func:`~.validates` decorator is a convenience function built on -top of attribute events. An application that requires more control over -configuration of attribute change behavior can make use of this system, -described at :class:`~.AttributeEvents`. - -.. autofunction:: validates - -.. _mapper_hybrids: - -Using Descriptors and Hybrids ------------------------------ - -A more comprehensive way to produce modified behavior for an attribute is to -use :term:`descriptors`. These are commonly used in Python using the ``property()`` -function. The standard SQLAlchemy technique for descriptors is to create a -plain descriptor, and to have it read/write from a mapped attribute with a -different name. Below we illustrate this using Python 2.6-style properties:: - - class EmailAddress(Base): - __tablename__ = 'email_address' - - id = Column(Integer, primary_key=True) - - # name the attribute with an underscore, - # different from the column name - _email = Column("email", String) - - # then create an ".email" attribute - # to get/set "._email" - @property - def email(self): - return self._email - - @email.setter - def email(self, email): - self._email = email - -The approach above will work, but there's more we can add. While our -``EmailAddress`` object will shuttle the value through the ``email`` -descriptor and into the ``_email`` mapped attribute, the class level -``EmailAddress.email`` attribute does not have the usual expression semantics -usable with :class:`.Query`. To provide these, we instead use the -:mod:`~sqlalchemy.ext.hybrid` extension as follows:: - - from sqlalchemy.ext.hybrid import hybrid_property - - class EmailAddress(Base): - __tablename__ = 'email_address' - - id = Column(Integer, primary_key=True) - - _email = Column("email", String) - - @hybrid_property - def email(self): - return self._email - - @email.setter - def email(self, email): - self._email = email - -The ``.email`` attribute, in addition to providing getter/setter behavior when we have an -instance of ``EmailAddress``, also provides a SQL expression when used at the class level, -that is, from the ``EmailAddress`` class directly: - -.. sourcecode:: python+sql - - from sqlalchemy.orm import Session - session = Session() - - {sql}address = session.query(EmailAddress).\ - filter(EmailAddress.email == 'address@example.com').\ - one() - SELECT address.email AS address_email, address.id AS address_id - FROM address - WHERE address.email = ? - ('address@example.com',) - {stop} - - address.email = 'otheraddress@example.com' - {sql}session.commit() - UPDATE address SET email=? WHERE address.id = ? - ('otheraddress@example.com', 1) - COMMIT - {stop} - -The :class:`~.hybrid_property` also allows us to change the behavior of the -attribute, including defining separate behaviors when the attribute is -accessed at the instance level versus at the class/expression level, using the -:meth:`.hybrid_property.expression` modifier. Such as, if we wanted to add a -host name automatically, we might define two sets of string manipulation -logic:: - - class EmailAddress(Base): - __tablename__ = 'email_address' - - id = Column(Integer, primary_key=True) - - _email = Column("email", String) - - @hybrid_property - def email(self): - """Return the value of _email up until the last twelve - characters.""" - - return self._email[:-12] - - @email.setter - def email(self, email): - """Set the value of _email, tacking on the twelve character - value @example.com.""" - - self._email = email + "@example.com" - - @email.expression - def email(cls): - """Produce a SQL expression that represents the value - of the _email column, minus the last twelve characters.""" - - return func.substr(cls._email, 0, func.length(cls._email) - 12) - -Above, accessing the ``email`` property of an instance of ``EmailAddress`` -will return the value of the ``_email`` attribute, removing or adding the -hostname ``@example.com`` from the value. When we query against the ``email`` -attribute, a SQL function is rendered which produces the same effect: - -.. sourcecode:: python+sql - - {sql}address = session.query(EmailAddress).filter(EmailAddress.email == 'address').one() - SELECT address.email AS address_email, address.id AS address_id - FROM address - WHERE substr(address.email, ?, length(address.email) - ?) = ? - (0, 12, 'address') - {stop} - -Read more about Hybrids at :ref:`hybrids_toplevel`. - -.. _synonyms: - -Synonyms --------- - -Synonyms are a mapper-level construct that allow any attribute on a class -to "mirror" another attribute that is mapped. - -In the most basic sense, the synonym is an easy way to make a certain -attribute available by an additional name:: - - class MyClass(Base): - __tablename__ = 'my_table' - - id = Column(Integer, primary_key=True) - job_status = Column(String(50)) - - status = synonym("job_status") - -The above class ``MyClass`` has two attributes, ``.job_status`` and -``.status`` that will behave as one attribute, both at the expression -level:: - - >>> print MyClass.job_status == 'some_status' - my_table.job_status = :job_status_1 - - >>> print MyClass.status == 'some_status' - my_table.job_status = :job_status_1 - -and at the instance level:: - - >>> m1 = MyClass(status='x') - >>> m1.status, m1.job_status - ('x', 'x') - - >>> m1.job_status = 'y' - >>> m1.status, m1.job_status - ('y', 'y') - -The :func:`.synonym` can be used for any kind of mapped attribute that -subclasses :class:`.MapperProperty`, including mapped columns and relationships, -as well as synonyms themselves. - -Beyond a simple mirror, :func:`.synonym` can also be made to reference -a user-defined :term:`descriptor`. We can supply our -``status`` synonym with a ``@property``:: - - class MyClass(Base): - __tablename__ = 'my_table' - - id = Column(Integer, primary_key=True) - status = Column(String(50)) - - @property - def job_status(self): - return "Status: " + self.status - - job_status = synonym("status", descriptor=job_status) - -When using Declarative, the above pattern can be expressed more succinctly -using the :func:`.synonym_for` decorator:: - - from sqlalchemy.ext.declarative import synonym_for - - class MyClass(Base): - __tablename__ = 'my_table' - - id = Column(Integer, primary_key=True) - status = Column(String(50)) - - @synonym_for("status") - @property - def job_status(self): - return "Status: " + self.status - -While the :func:`.synonym` is useful for simple mirroring, the use case -of augmenting attribute behavior with descriptors is better handled in modern -usage using the :ref:`hybrid attribute <mapper_hybrids>` feature, which -is more oriented towards Python descriptors. Technically, a :func:`.synonym` -can do everything that a :class:`.hybrid_property` can do, as it also supports -injection of custom SQL capabilities, but the hybrid is more straightforward -to use in more complex situations. - -.. autofunction:: synonym - -.. _custom_comparators: - -Operator Customization ----------------------- - -The "operators" used by the SQLAlchemy ORM and Core expression language -are fully customizable. For example, the comparison expression -``User.name == 'ed'`` makes usage of an operator built into Python -itself called ``operator.eq`` - the actual SQL construct which SQLAlchemy -associates with such an operator can be modified. New -operations can be associated with column expressions as well. The operators -which take place for column expressions are most directly redefined at the -type level - see the -section :ref:`types_operators` for a description. - -ORM level functions like :func:`.column_property`, :func:`.relationship`, -and :func:`.composite` also provide for operator redefinition at the ORM -level, by passing a :class:`.PropComparator` subclass to the ``comparator_factory`` -argument of each function. Customization of operators at this level is a -rare use case. See the documentation at :class:`.PropComparator` -for an overview. - -.. _mapper_composite: - -Composite Column Types -======================= - -Sets of columns can be associated with a single user-defined datatype. The ORM -provides a single attribute which represents the group of columns using the -class you provide. - -.. versionchanged:: 0.7 - Composites have been simplified such that - they no longer "conceal" the underlying column based attributes. Additionally, - in-place mutation is no longer automatic; see the section below on - enabling mutability to support tracking of in-place changes. - -.. versionchanged:: 0.9 - Composites will return their object-form, rather than as individual columns, - when used in a column-oriented :class:`.Query` construct. See :ref:`migration_2824`. - -A simple example represents pairs of columns as a ``Point`` object. -``Point`` represents such a pair as ``.x`` and ``.y``:: - - class Point(object): - def __init__(self, x, y): - self.x = x - self.y = y - - def __composite_values__(self): - return self.x, self.y - - def __repr__(self): - return "Point(x=%r, y=%r)" % (self.x, self.y) - - def __eq__(self, other): - return isinstance(other, Point) and \ - other.x == self.x and \ - other.y == self.y - - def __ne__(self, other): - return not self.__eq__(other) - -The requirements for the custom datatype class are that it have a constructor -which accepts positional arguments corresponding to its column format, and -also provides a method ``__composite_values__()`` which returns the state of -the object as a list or tuple, in order of its column-based attributes. It -also should supply adequate ``__eq__()`` and ``__ne__()`` methods which test -the equality of two instances. - -We will create a mapping to a table ``vertice``, which represents two points -as ``x1/y1`` and ``x2/y2``. These are created normally as :class:`.Column` -objects. Then, the :func:`.composite` function is used to assign new -attributes that will represent sets of columns via the ``Point`` class:: - - from sqlalchemy import Column, Integer - from sqlalchemy.orm import composite - from sqlalchemy.ext.declarative import declarative_base - - Base = declarative_base() - - class Vertex(Base): - __tablename__ = 'vertice' - - id = Column(Integer, primary_key=True) - x1 = Column(Integer) - y1 = Column(Integer) - x2 = Column(Integer) - y2 = Column(Integer) - - start = composite(Point, x1, y1) - end = composite(Point, x2, y2) - -A classical mapping above would define each :func:`.composite` -against the existing table:: - - mapper(Vertex, vertice_table, properties={ - 'start':composite(Point, vertice_table.c.x1, vertice_table.c.y1), - 'end':composite(Point, vertice_table.c.x2, vertice_table.c.y2), - }) - -We can now persist and use ``Vertex`` instances, as well as query for them, -using the ``.start`` and ``.end`` attributes against ad-hoc ``Point`` instances: - -.. sourcecode:: python+sql - - >>> v = Vertex(start=Point(3, 4), end=Point(5, 6)) - >>> session.add(v) - >>> q = session.query(Vertex).filter(Vertex.start == Point(3, 4)) - {sql}>>> print q.first().start - BEGIN (implicit) - INSERT INTO vertice (x1, y1, x2, y2) VALUES (?, ?, ?, ?) - (3, 4, 5, 6) - SELECT vertice.id AS vertice_id, - vertice.x1 AS vertice_x1, - vertice.y1 AS vertice_y1, - vertice.x2 AS vertice_x2, - vertice.y2 AS vertice_y2 - FROM vertice - WHERE vertice.x1 = ? AND vertice.y1 = ? - LIMIT ? OFFSET ? - (3, 4, 1, 0) - {stop}Point(x=3, y=4) - -.. autofunction:: composite - - -Tracking In-Place Mutations on Composites ------------------------------------------ - -In-place changes to an existing composite value are -not tracked automatically. Instead, the composite class needs to provide -events to its parent object explicitly. This task is largely automated -via the usage of the :class:`.MutableComposite` mixin, which uses events -to associate each user-defined composite object with all parent associations. -Please see the example in :ref:`mutable_composites`. - -.. versionchanged:: 0.7 - In-place changes to an existing composite value are no longer - tracked automatically; the functionality is superseded by the - :class:`.MutableComposite` class. - -.. _composite_operations: - -Redefining Comparison Operations for Composites ------------------------------------------------ - -The "equals" comparison operation by default produces an AND of all -corresponding columns equated to one another. This can be changed using -the ``comparator_factory`` argument to :func:`.composite`, where we -specify a custom :class:`.CompositeProperty.Comparator` class -to define existing or new operations. -Below we illustrate the "greater than" operator, implementing -the same expression that the base "greater than" does:: - - from sqlalchemy.orm.properties import CompositeProperty - from sqlalchemy import sql - - class PointComparator(CompositeProperty.Comparator): - def __gt__(self, other): - """redefine the 'greater than' operation""" - - return sql.and_(*[a>b for a, b in - zip(self.__clause_element__().clauses, - other.__composite_values__())]) - - class Vertex(Base): - ___tablename__ = 'vertice' - - id = Column(Integer, primary_key=True) - x1 = Column(Integer) - y1 = Column(Integer) - x2 = Column(Integer) - y2 = Column(Integer) - - start = composite(Point, x1, y1, - comparator_factory=PointComparator) - end = composite(Point, x2, y2, - comparator_factory=PointComparator) - |