mirror of
https://github.com/python/cpython.git
synced 2024-12-05 07:43:50 +08:00
5f3b63ad6f
Use double-space for ending a sentence. Add dbpickle.py example. Improve description about persistent IDs.
776 lines
32 KiB
ReStructuredText
776 lines
32 KiB
ReStructuredText
:mod:`pickle` --- Python object serialization
|
|
=============================================
|
|
|
|
.. index::
|
|
single: persistence
|
|
pair: persistent; objects
|
|
pair: serializing; objects
|
|
pair: marshalling; objects
|
|
pair: flattening; objects
|
|
pair: pickling; objects
|
|
|
|
.. module:: pickle
|
|
:synopsis: Convert Python objects to streams of bytes and back.
|
|
.. sectionauthor:: Jim Kerr <jbkerr@sr.hp.com>.
|
|
.. sectionauthor:: Barry Warsaw <barry@zope.com>
|
|
|
|
The :mod:`pickle` module implements a fundamental, but powerful algorithm for
|
|
serializing and de-serializing a Python object structure. "Pickling" is the
|
|
process whereby a Python object hierarchy is converted into a byte stream, and
|
|
"unpickling" is the inverse operation, whereby a byte stream is converted back
|
|
into an object hierarchy. Pickling (and unpickling) is alternatively known as
|
|
"serialization", "marshalling," [#]_ or "flattening", however, to avoid
|
|
confusion, the terms used here are "pickling" and "unpickling"..
|
|
|
|
|
|
Relationship to other Python modules
|
|
------------------------------------
|
|
|
|
The :mod:`pickle` module has an transparent optimizer (:mod:`_pickle`) written
|
|
in C. It is used whenever available. Otherwise the pure Python implementation is
|
|
used.
|
|
|
|
Python has a more primitive serialization module called :mod:`marshal`, but in
|
|
general :mod:`pickle` should always be the preferred way to serialize Python
|
|
objects. :mod:`marshal` exists primarily to support Python's :file:`.pyc`
|
|
files.
|
|
|
|
The :mod:`pickle` module differs from :mod:`marshal` several significant ways:
|
|
|
|
* The :mod:`pickle` module keeps track of the objects it has already serialized,
|
|
so that later references to the same object won't be serialized again.
|
|
:mod:`marshal` doesn't do this.
|
|
|
|
This has implications both for recursive objects and object sharing. Recursive
|
|
objects are objects that contain references to themselves. These are not
|
|
handled by marshal, and in fact, attempting to marshal recursive objects will
|
|
crash your Python interpreter. Object sharing happens when there are multiple
|
|
references to the same object in different places in the object hierarchy being
|
|
serialized. :mod:`pickle` stores such objects only once, and ensures that all
|
|
other references point to the master copy. Shared objects remain shared, which
|
|
can be very important for mutable objects.
|
|
|
|
* :mod:`marshal` cannot be used to serialize user-defined classes and their
|
|
instances. :mod:`pickle` can save and restore class instances transparently,
|
|
however the class definition must be importable and live in the same module as
|
|
when the object was stored.
|
|
|
|
* The :mod:`marshal` serialization format is not guaranteed to be portable
|
|
across Python versions. Because its primary job in life is to support
|
|
:file:`.pyc` files, the Python implementers reserve the right to change the
|
|
serialization format in non-backwards compatible ways should the need arise.
|
|
The :mod:`pickle` serialization format is guaranteed to be backwards compatible
|
|
across Python releases.
|
|
|
|
.. warning::
|
|
|
|
The :mod:`pickle` module is not intended to be secure against erroneous or
|
|
maliciously constructed data. Never unpickle data received from an untrusted or
|
|
unauthenticated source.
|
|
|
|
Note that serialization is a more primitive notion than persistence; although
|
|
:mod:`pickle` reads and writes file objects, it does not handle the issue of
|
|
naming persistent objects, nor the (even more complicated) issue of concurrent
|
|
access to persistent objects. The :mod:`pickle` module can transform a complex
|
|
object into a byte stream and it can transform the byte stream into an object
|
|
with the same internal structure. Perhaps the most obvious thing to do with
|
|
these byte streams is to write them onto a file, but it is also conceivable to
|
|
send them across a network or store them in a database. The module
|
|
:mod:`shelve` provides a simple interface to pickle and unpickle objects on
|
|
DBM-style database files.
|
|
|
|
|
|
Data stream format
|
|
------------------
|
|
|
|
.. index::
|
|
single: XDR
|
|
single: External Data Representation
|
|
|
|
The data format used by :mod:`pickle` is Python-specific. This has the
|
|
advantage that there are no restrictions imposed by external standards such as
|
|
XDR (which can't represent pointer sharing); however it means that non-Python
|
|
programs may not be able to reconstruct pickled Python objects.
|
|
|
|
By default, the :mod:`pickle` data format uses a compact binary representation.
|
|
The module :mod:`pickletools` contains tools for analyzing data streams
|
|
generated by :mod:`pickle`.
|
|
|
|
There are currently 4 different protocols which can be used for pickling.
|
|
|
|
* Protocol version 0 is the original ASCII protocol and is backwards compatible
|
|
with earlier versions of Python.
|
|
|
|
* Protocol version 1 is the old binary format which is also compatible with
|
|
earlier versions of Python.
|
|
|
|
* Protocol version 2 was introduced in Python 2.3. It provides much more
|
|
efficient pickling of :term:`new-style class`\es.
|
|
|
|
* Protocol version 3 was added in Python 3.0. It has explicit support for
|
|
bytes and cannot be unpickled by Python 2.x pickle modules. This is
|
|
the current recommended protocol, use it whenever it is possible.
|
|
|
|
Refer to :pep:`307` for more information.
|
|
|
|
If a *protocol* is not specified, protocol 3 is used. If *protocol* is
|
|
specified as a negative value or :const:`HIGHEST_PROTOCOL`, the highest
|
|
protocol version available will be used.
|
|
|
|
|
|
Usage
|
|
-----
|
|
|
|
To serialize an object hierarchy, you first create a pickler, then you call the
|
|
pickler's :meth:`dump` method. To de-serialize a data stream, you first create
|
|
an unpickler, then you call the unpickler's :meth:`load` method. The
|
|
:mod:`pickle` module provides the following constant:
|
|
|
|
|
|
.. data:: HIGHEST_PROTOCOL
|
|
|
|
The highest protocol version available. This value can be passed as a
|
|
*protocol* value.
|
|
|
|
.. note::
|
|
|
|
Be sure to always open pickle files created with protocols >= 1 in binary mode.
|
|
For the old ASCII-based pickle protocol 0 you can use either text mode or binary
|
|
mode as long as you stay consistent.
|
|
|
|
A pickle file written with protocol 0 in binary mode will contain lone linefeeds
|
|
as line terminators and therefore will look "funny" when viewed in Notepad or
|
|
other editors which do not support this format.
|
|
|
|
.. data:: DEFAULT_PROTOCOL
|
|
|
|
The default protocol used for pickling. May be less than HIGHEST_PROTOCOL.
|
|
Currently the default protocol is 3; a backward-incompatible protocol
|
|
designed for Python 3.0.
|
|
|
|
|
|
The :mod:`pickle` module provides the following functions to make the pickling
|
|
process more convenient:
|
|
|
|
.. function:: dump(obj, file[, protocol])
|
|
|
|
Write a pickled representation of *obj* to the open file object *file*. This
|
|
is equivalent to ``Pickler(file, protocol).dump(obj)``.
|
|
|
|
The optional *protocol* argument tells the pickler to use the given protocol;
|
|
supported protocols are 0, 1, 2, 3. The default protocol is 3; a
|
|
backward-incompatible protocol designed for Python 3.0.
|
|
|
|
Specifying a negative protocol version selects the highest protocol version
|
|
supported. The higher the protocol used, the more recent the version of
|
|
Python needed to read the pickle produced.
|
|
|
|
The *file* argument must have a write() method that accepts a single bytes
|
|
argument. It can thus be a file object opened for binary writing, a
|
|
io.BytesIO instance, or any other custom object that meets this interface.
|
|
|
|
.. function:: dumps(obj[, protocol])
|
|
|
|
Return the pickled representation of the object as a :class:`bytes`
|
|
object, instead of writing it to a file.
|
|
|
|
The optional *protocol* argument tells the pickler to use the given protocol;
|
|
supported protocols are 0, 1, 2, 3. The default protocol is 3; a
|
|
backward-incompatible protocol designed for Python 3.0.
|
|
|
|
Specifying a negative protocol version selects the highest protocol version
|
|
supported. The higher the protocol used, the more recent the version of
|
|
Python needed to read the pickle produced.
|
|
|
|
.. function:: load(file, [\*, encoding="ASCII", errors="strict"])
|
|
|
|
Read a pickled object representation from the open file object *file* and
|
|
return the reconstituted object hierarchy specified therein. This is
|
|
equivalent to ``Unpickler(file).load()``.
|
|
|
|
The protocol version of the pickle is detected automatically, so no protocol
|
|
argument is needed. Bytes past the pickled object's representation are
|
|
ignored.
|
|
|
|
The argument *file* must have two methods, a read() method that takes an
|
|
integer argument, and a readline() method that requires no arguments. Both
|
|
methods should return bytes. Thus *file* can be a binary file object opened
|
|
for reading, a BytesIO object, or any other custom object that meets this
|
|
interface.
|
|
|
|
Optional keyword arguments are encoding and errors, which are used to decode
|
|
8-bit string instances pickled by Python 2.x. These default to 'ASCII' and
|
|
'strict', respectively.
|
|
|
|
.. function:: loads(bytes_object, [\*, encoding="ASCII", errors="strict"])
|
|
|
|
Read a pickled object hierarchy from a :class:`bytes` object and return the
|
|
reconstituted object hierarchy specified therein
|
|
|
|
The protocol version of the pickle is detected automatically, so no protocol
|
|
argument is needed. Bytes past the pickled object's representation are
|
|
ignored.
|
|
|
|
Optional keyword arguments are encoding and errors, which are used to decode
|
|
8-bit string instances pickled by Python 2.x. These default to 'ASCII' and
|
|
'strict', respectively.
|
|
|
|
|
|
The :mod:`pickle` module defines three exceptions:
|
|
|
|
.. exception:: PickleError
|
|
|
|
Common base class for the other pickling exceptions. It inherits
|
|
:exc:`Exception`.
|
|
|
|
.. exception:: PicklingError
|
|
|
|
Error raised when an unpicklable object is encountered by :class:`Pickler`.
|
|
It inherits :exc:`PickleError`.
|
|
|
|
Refer to :ref:`pickle-picklable` to learn what kinds of objects can be
|
|
pickled.
|
|
|
|
.. exception:: UnpicklingError
|
|
|
|
Error raised when there a problem unpickling an object, such as a data
|
|
corruption or a security violation. It inherits :exc:`PickleError`.
|
|
|
|
Note that other exceptions may also be raised during unpickling, including
|
|
(but not necessarily limited to) AttributeError, EOFError, ImportError, and
|
|
IndexError.
|
|
|
|
|
|
The :mod:`pickle` module exports two classes, :class:`Pickler` and
|
|
:class:`Unpickler`:
|
|
|
|
.. class:: Pickler(file[, protocol])
|
|
|
|
This takes a binary file for writing a pickle data stream.
|
|
|
|
The optional *protocol* argument tells the pickler to use the given protocol;
|
|
supported protocols are 0, 1, 2, 3. The default protocol is 3; a
|
|
backward-incompatible protocol designed for Python 3.0.
|
|
|
|
Specifying a negative protocol version selects the highest protocol version
|
|
supported. The higher the protocol used, the more recent the version of
|
|
Python needed to read the pickle produced.
|
|
|
|
The *file* argument must have a write() method that accepts a single bytes
|
|
argument. It can thus be a file object opened for binary writing, a
|
|
io.BytesIO instance, or any other custom object that meets this interface.
|
|
|
|
.. method:: dump(obj)
|
|
|
|
Write a pickled representation of *obj* to the open file object given in
|
|
the constructor.
|
|
|
|
.. method:: persistent_id(obj)
|
|
|
|
Do nothing by default. This exists so a subclass can override it.
|
|
|
|
If :meth:`persistent_id` returns ``None``, *obj* is pickled as usual. Any
|
|
other value causes :class:`Pickler` to emit the returned value as a
|
|
persistent ID for *obj*. The meaning of this persistent ID should be
|
|
defined by :meth:`Unpickler.persistent_load`. Note that the value
|
|
returned by :meth:`persistent_id` cannot itself have a persistent ID.
|
|
|
|
See :ref:`pickle-persistent` for details and examples of uses.
|
|
|
|
.. method:: clear_memo()
|
|
|
|
Deprecated. Use the :meth:`clear` method on :attr:`memo`, instead.
|
|
Clear the pickler's memo, useful when reusing picklers.
|
|
|
|
.. attribute:: fast
|
|
|
|
Enable fast mode if set to a true value. The fast mode disables the usage
|
|
of memo, therefore speeding the pickling process by not generating
|
|
superfluous PUT opcodes. It should not be used with self-referential
|
|
objects, doing otherwise will cause :class:`Pickler` to recurse
|
|
infinitely.
|
|
|
|
Use :func:`pickletools.optimize` if you need more compact pickles.
|
|
|
|
.. attribute:: memo
|
|
|
|
Dictionary holding previously pickled objects to allow shared or
|
|
recursive objects to pickled by reference as opposed to by value.
|
|
|
|
|
|
It is possible to make multiple calls to the :meth:`dump` method of the same
|
|
:class:`Pickler` instance. These must then be matched to the same number of
|
|
calls to the :meth:`load` method of the corresponding :class:`Unpickler`
|
|
instance. If the same object is pickled by multiple :meth:`dump` calls, the
|
|
:meth:`load` will all yield references to the same object.
|
|
|
|
Please note, this is intended for pickling multiple objects without intervening
|
|
modifications to the objects or their parts. If you modify an object and then
|
|
pickle it again using the same :class:`Pickler` instance, the object is not
|
|
pickled again --- a reference to it is pickled and the :class:`Unpickler` will
|
|
return the old value, not the modified one.
|
|
|
|
|
|
.. class:: Unpickler(file, [\*, encoding="ASCII", errors="strict"])
|
|
|
|
This takes a binary file for reading a pickle data stream.
|
|
|
|
The protocol version of the pickle is detected automatically, so no
|
|
protocol argument is needed.
|
|
|
|
The argument *file* must have two methods, a read() method that takes an
|
|
integer argument, and a readline() method that requires no arguments. Both
|
|
methods should return bytes. Thus *file* can be a binary file object opened
|
|
for reading, a BytesIO object, or any other custom object that meets this
|
|
interface.
|
|
|
|
Optional keyword arguments are encoding and errors, which are used to decode
|
|
8-bit string instances pickled by Python 2.x. These default to 'ASCII' and
|
|
'strict', respectively.
|
|
|
|
.. method:: load()
|
|
|
|
Read a pickled object representation from the open file object given in
|
|
the constructor, and return the reconstituted object hierarchy specified
|
|
therein. Bytes past the pickled object's representation are ignored.
|
|
|
|
.. method:: persistent_load(pid)
|
|
|
|
Raise an :exc:`UnpickingError` by default.
|
|
|
|
If defined, :meth:`persistent_load` should return the object specified by
|
|
the persistent ID *pid*. If an invalid persistent ID is encountered, an
|
|
:exc:`UnpickingError` should be raised.
|
|
|
|
See :ref:`pickle-persistent` for details and examples of uses.
|
|
|
|
.. method:: find_class(module, name)
|
|
|
|
Import *module* if necessary and return the object called *name* from it,
|
|
where the *module* and *name* arguments are :class:`str` objects.
|
|
|
|
Subclasses may override this to gain control over what type of objects and
|
|
how they can be loaded, potentially reducing security risks.
|
|
|
|
|
|
.. _pickle-picklable:
|
|
|
|
What can be pickled and unpickled?
|
|
----------------------------------
|
|
|
|
The following types can be pickled:
|
|
|
|
* ``None``, ``True``, and ``False``
|
|
|
|
* integers, floating point numbers, complex numbers
|
|
|
|
* strings, bytes, bytearrays
|
|
|
|
* tuples, lists, sets, and dictionaries containing only picklable objects
|
|
|
|
* functions defined at the top level of a module
|
|
|
|
* built-in functions defined at the top level of a module
|
|
|
|
* classes that are defined at the top level of a module
|
|
|
|
* instances of such classes whose :attr:`__dict__` or :meth:`__setstate__` is
|
|
picklable (see section :ref:`pickle-protocol` for details)
|
|
|
|
Attempts to pickle unpicklable objects will raise the :exc:`PicklingError`
|
|
exception; when this happens, an unspecified number of bytes may have already
|
|
been written to the underlying file. Trying to pickle a highly recursive data
|
|
structure may exceed the maximum recursion depth, a :exc:`RuntimeError` will be
|
|
raised in this case. You can carefully raise this limit with
|
|
:func:`sys.setrecursionlimit`.
|
|
|
|
Note that functions (built-in and user-defined) are pickled by "fully qualified"
|
|
name reference, not by value. This means that only the function name is
|
|
pickled, along with the name of module the function is defined in. Neither the
|
|
function's code, nor any of its function attributes are pickled. Thus the
|
|
defining module must be importable in the unpickling environment, and the module
|
|
must contain the named object, otherwise an exception will be raised. [#]_
|
|
|
|
Similarly, classes are pickled by named reference, so the same restrictions in
|
|
the unpickling environment apply. Note that none of the class's code or data is
|
|
pickled, so in the following example the class attribute ``attr`` is not
|
|
restored in the unpickling environment::
|
|
|
|
class Foo:
|
|
attr = 'A class attribute'
|
|
|
|
picklestring = pickle.dumps(Foo)
|
|
|
|
These restrictions are why picklable functions and classes must be defined in
|
|
the top level of a module.
|
|
|
|
Similarly, when class instances are pickled, their class's code and data are not
|
|
pickled along with them. Only the instance data are pickled. This is done on
|
|
purpose, so you can fix bugs in a class or add methods to the class and still
|
|
load objects that were created with an earlier version of the class. If you
|
|
plan to have long-lived objects that will see many versions of a class, it may
|
|
be worthwhile to put a version number in the objects so that suitable
|
|
conversions can be made by the class's :meth:`__setstate__` method.
|
|
|
|
|
|
.. _pickle-protocol:
|
|
|
|
The pickle protocol
|
|
-------------------
|
|
|
|
This section describes the "pickling protocol" that defines the interface
|
|
between the pickler/unpickler and the objects that are being serialized. This
|
|
protocol provides a standard way for you to define, customize, and control how
|
|
your objects are serialized and de-serialized. The description in this section
|
|
doesn't cover specific customizations that you can employ to make the unpickling
|
|
environment slightly safer from untrusted pickle data streams; see section
|
|
:ref:`pickle-sub` for more details.
|
|
|
|
|
|
.. _pickle-inst:
|
|
|
|
Pickling and unpickling normal class instances
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
.. index::
|
|
single: __getinitargs__() (copy protocol)
|
|
single: __init__() (instance constructor)
|
|
|
|
.. XXX is __getinitargs__ only used with old-style classes?
|
|
.. XXX update w.r.t Py3k's classes
|
|
|
|
When a pickled class instance is unpickled, its :meth:`__init__` method is
|
|
normally *not* invoked. If it is desirable that the :meth:`__init__` method be
|
|
called on unpickling, an old-style class can define a method
|
|
:meth:`__getinitargs__`, which should return a *tuple* containing the arguments
|
|
to be passed to the class constructor (:meth:`__init__` for example). The
|
|
:meth:`__getinitargs__` method is called at pickle time; the tuple it returns is
|
|
incorporated in the pickle for the instance.
|
|
|
|
.. index:: single: __getnewargs__() (copy protocol)
|
|
|
|
New-style types can provide a :meth:`__getnewargs__` method that is used for
|
|
protocol 2. Implementing this method is needed if the type establishes some
|
|
internal invariants when the instance is created, or if the memory allocation is
|
|
affected by the values passed to the :meth:`__new__` method for the type (as it
|
|
is for tuples and strings). Instances of a :term:`new-style class` :class:`C`
|
|
are created using ::
|
|
|
|
obj = C.__new__(C, *args)
|
|
|
|
|
|
where *args* is the result of calling :meth:`__getnewargs__` on the original
|
|
object; if there is no :meth:`__getnewargs__`, an empty tuple is assumed.
|
|
|
|
.. index::
|
|
single: __getstate__() (copy protocol)
|
|
single: __setstate__() (copy protocol)
|
|
single: __dict__ (instance attribute)
|
|
|
|
Classes can further influence how their instances are pickled; if the class
|
|
defines the method :meth:`__getstate__`, it is called and the return state is
|
|
pickled as the contents for the instance, instead of the contents of the
|
|
instance's dictionary. If there is no :meth:`__getstate__` method, the
|
|
instance's :attr:`__dict__` is pickled.
|
|
|
|
Upon unpickling, if the class also defines the method :meth:`__setstate__`, it
|
|
is called with the unpickled state. [#]_ If there is no :meth:`__setstate__`
|
|
method, the pickled state must be a dictionary and its items are assigned to the
|
|
new instance's dictionary. If a class defines both :meth:`__getstate__` and
|
|
:meth:`__setstate__`, the state object needn't be a dictionary and these methods
|
|
can do what they want. [#]_
|
|
|
|
.. warning::
|
|
|
|
If :meth:`__getstate__` returns a false value, the :meth:`__setstate__`
|
|
method will not be called.
|
|
|
|
|
|
Pickling and unpickling extension types
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
.. index::
|
|
single: __reduce__() (pickle protocol)
|
|
single: __reduce_ex__() (pickle protocol)
|
|
single: __safe_for_unpickling__ (pickle protocol)
|
|
|
|
When the :class:`Pickler` encounters an object of a type it knows nothing about
|
|
--- such as an extension type --- it looks in two places for a hint of how to
|
|
pickle it. One alternative is for the object to implement a :meth:`__reduce__`
|
|
method. If provided, at pickling time :meth:`__reduce__` will be called with no
|
|
arguments, and it must return either a string or a tuple.
|
|
|
|
If a string is returned, it names a global variable whose contents are pickled
|
|
as normal. The string returned by :meth:`__reduce__` should be the object's
|
|
local name relative to its module; the pickle module searches the module
|
|
namespace to determine the object's module.
|
|
|
|
When a tuple is returned, it must be between two and five elements long.
|
|
Optional elements can either be omitted, or ``None`` can be provided as their
|
|
value. The contents of this tuple are pickled as normal and used to
|
|
reconstruct the object at unpickling time. The semantics of each element are:
|
|
|
|
* A callable object that will be called to create the initial version of the
|
|
object. The next element of the tuple will provide arguments for this callable,
|
|
and later elements provide additional state information that will subsequently
|
|
be used to fully reconstruct the pickled data.
|
|
|
|
In the unpickling environment this object must be either a class, a callable
|
|
registered as a "safe constructor" (see below), or it must have an attribute
|
|
:attr:`__safe_for_unpickling__` with a true value. Otherwise, an
|
|
:exc:`UnpicklingError` will be raised in the unpickling environment. Note that
|
|
as usual, the callable itself is pickled by name.
|
|
|
|
* A tuple of arguments for the callable object, not ``None``.
|
|
|
|
* Optionally, the object's state, which will be passed to the object's
|
|
:meth:`__setstate__` method as described in section :ref:`pickle-inst`. If the
|
|
object has no :meth:`__setstate__` method, then, as above, the value must be a
|
|
dictionary and it will be added to the object's :attr:`__dict__`.
|
|
|
|
* Optionally, an iterator (and not a sequence) yielding successive list items.
|
|
These list items will be pickled, and appended to the object using either
|
|
``obj.append(item)`` or ``obj.extend(list_of_items)``. This is primarily used
|
|
for list subclasses, but may be used by other classes as long as they have
|
|
:meth:`append` and :meth:`extend` methods with the appropriate signature.
|
|
(Whether :meth:`append` or :meth:`extend` is used depends on which pickle
|
|
protocol version is used as well as the number of items to append, so both must
|
|
be supported.)
|
|
|
|
* Optionally, an iterator (not a sequence) yielding successive dictionary items,
|
|
which should be tuples of the form ``(key, value)``. These items will be
|
|
pickled and stored to the object using ``obj[key] = value``. This is primarily
|
|
used for dictionary subclasses, but may be used by other classes as long as they
|
|
implement :meth:`__setitem__`.
|
|
|
|
It is sometimes useful to know the protocol version when implementing
|
|
:meth:`__reduce__`. This can be done by implementing a method named
|
|
:meth:`__reduce_ex__` instead of :meth:`__reduce__`. :meth:`__reduce_ex__`, when
|
|
it exists, is called in preference over :meth:`__reduce__` (you may still
|
|
provide :meth:`__reduce__` for backwards compatibility). The
|
|
:meth:`__reduce_ex__` method will be called with a single integer argument, the
|
|
protocol version.
|
|
|
|
The :class:`object` class implements both :meth:`__reduce__` and
|
|
:meth:`__reduce_ex__`; however, if a subclass overrides :meth:`__reduce__` but
|
|
not :meth:`__reduce_ex__`, the :meth:`__reduce_ex__` implementation detects this
|
|
and calls :meth:`__reduce__`.
|
|
|
|
An alternative to implementing a :meth:`__reduce__` method on the object to be
|
|
pickled, is to register the callable with the :mod:`copyreg` module. This
|
|
module provides a way for programs to register "reduction functions" and
|
|
constructors for user-defined types. Reduction functions have the same
|
|
semantics and interface as the :meth:`__reduce__` method described above, except
|
|
that they are called with a single argument, the object to be pickled.
|
|
|
|
The registered constructor is deemed a "safe constructor" for purposes of
|
|
unpickling as described above.
|
|
|
|
|
|
.. _pickle-persistent:
|
|
|
|
Pickling and unpickling external objects
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
|
|
|
|
.. index::
|
|
single: persistent_id (pickle protocol)
|
|
single: persistent_load (pickle protocol)
|
|
|
|
For the benefit of object persistence, the :mod:`pickle` module supports the
|
|
notion of a reference to an object outside the pickled data stream. Such
|
|
objects are referenced by a persistent ID, which should be either a string of
|
|
alphanumeric characters (for protocol 0) [#]_ or just an arbitrary object (for
|
|
any newer protocol).
|
|
|
|
The resolution of such persistent IDs is not defined by the :mod:`pickle`
|
|
module; it will delegate this resolution to the user defined methods on the
|
|
pickler and unpickler, :meth:`persistent_id` and :meth:`persistent_load`
|
|
respectively.
|
|
|
|
To pickle objects that have an external persistent id, the pickler must have a
|
|
custom :meth:`persistent_id` method that takes an object as an argument and
|
|
returns either ``None`` or the persistent id for that object. When ``None`` is
|
|
returned, the pickler simply pickles the object as normal. When a persistent ID
|
|
string is returned, the pickler will pickle that object, along with a marker so
|
|
that the unpickler will recognize it as a persistent ID.
|
|
|
|
To unpickle external objects, the unpickler must have a custom
|
|
:meth:`persistent_load` method that takes a persistent ID object and returns the
|
|
referenced object.
|
|
|
|
Example:
|
|
|
|
.. highlightlang:: python
|
|
.. literalinclude:: ../includes/dbpickle.py
|
|
|
|
|
|
.. _pickle-sub:
|
|
|
|
Subclassing Unpicklers
|
|
----------------------
|
|
|
|
.. index::
|
|
single: load_global() (pickle protocol)
|
|
single: find_global() (pickle protocol)
|
|
|
|
By default, unpickling will import any class that it finds in the pickle data.
|
|
You can control exactly what gets unpickled and what gets called by customizing
|
|
your unpickler.
|
|
|
|
You need to derive a subclass from :class:`Unpickler`, overriding the
|
|
:meth:`load_global` method. :meth:`load_global` should read two lines from the
|
|
pickle data stream where the first line will the name of the module containing
|
|
the class and the second line will be the name of the instance's class. It then
|
|
looks up the class, possibly importing the module and digging out the attribute,
|
|
then it appends what it finds to the unpickler's stack. Later on, this class
|
|
will be assigned to the :attr:`__class__` attribute of an empty class, as a way
|
|
of magically creating an instance without calling its class's
|
|
:meth:`__init__`. Your job (should you choose to accept it), would be to have
|
|
:meth:`load_global` push onto the unpickler's stack, a known safe version of any
|
|
class you deem safe to unpickle. It is up to you to produce such a class. Or
|
|
you could raise an error if you want to disallow all unpickling of instances.
|
|
If this sounds like a hack, you're right. Refer to the source code to make this
|
|
work.
|
|
|
|
The moral of the story is that you should be really careful about the source of
|
|
the strings your application unpickles.
|
|
|
|
|
|
.. _pickle-example:
|
|
|
|
Example
|
|
-------
|
|
|
|
For the simplest code, use the :func:`dump` and :func:`load` functions. Note
|
|
that a self-referencing list is pickled and restored correctly. ::
|
|
|
|
import pickle
|
|
|
|
data1 = {'a': [1, 2.0, 3, 4+6j],
|
|
'b': ("string", "string using Unicode features \u0394"),
|
|
'c': None}
|
|
|
|
selfref_list = [1, 2, 3]
|
|
selfref_list.append(selfref_list)
|
|
|
|
output = open('data.pkl', 'wb')
|
|
|
|
# Pickle dictionary using protocol 2.
|
|
pickle.dump(data1, output, 2)
|
|
|
|
# Pickle the list using the highest protocol available.
|
|
pickle.dump(selfref_list, output, -1)
|
|
|
|
output.close()
|
|
|
|
The following example reads the resulting pickled data. When reading a
|
|
pickle-containing file, you should open the file in binary mode because you
|
|
can't be sure if the ASCII or binary format was used. ::
|
|
|
|
import pprint, pickle
|
|
|
|
pkl_file = open('data.pkl', 'rb')
|
|
|
|
data1 = pickle.load(pkl_file)
|
|
pprint.pprint(data1)
|
|
|
|
data2 = pickle.load(pkl_file)
|
|
pprint.pprint(data2)
|
|
|
|
pkl_file.close()
|
|
|
|
Here's a larger example that shows how to modify pickling behavior for a class.
|
|
The :class:`TextReader` class opens a text file, and returns the line number and
|
|
line contents each time its :meth:`readline` method is called. If a
|
|
:class:`TextReader` instance is pickled, all attributes *except* the file object
|
|
member are saved. When the instance is unpickled, the file is reopened, and
|
|
reading resumes from the last location. The :meth:`__setstate__` and
|
|
:meth:`__getstate__` methods are used to implement this behavior. ::
|
|
|
|
#!/usr/local/bin/python
|
|
|
|
class TextReader:
|
|
"""Print and number lines in a text file."""
|
|
def __init__(self, file):
|
|
self.file = file
|
|
self.fh = open(file)
|
|
self.lineno = 0
|
|
|
|
def readline(self):
|
|
self.lineno = self.lineno + 1
|
|
line = self.fh.readline()
|
|
if not line:
|
|
return None
|
|
if line.endswith("\n"):
|
|
line = line[:-1]
|
|
return "%d: %s" % (self.lineno, line)
|
|
|
|
def __getstate__(self):
|
|
odict = self.__dict__.copy() # copy the dict since we change it
|
|
del odict['fh'] # remove filehandle entry
|
|
return odict
|
|
|
|
def __setstate__(self, dict):
|
|
fh = open(dict['file']) # reopen file
|
|
count = dict['lineno'] # read from file...
|
|
while count: # until line count is restored
|
|
fh.readline()
|
|
count = count - 1
|
|
self.__dict__.update(dict) # update attributes
|
|
self.fh = fh # save the file object
|
|
|
|
A sample usage might be something like this::
|
|
|
|
>>> import TextReader
|
|
>>> obj = TextReader.TextReader("TextReader.py")
|
|
>>> obj.readline()
|
|
'1: #!/usr/local/bin/python'
|
|
>>> obj.readline()
|
|
'2: '
|
|
>>> obj.readline()
|
|
'3: class TextReader:'
|
|
>>> import pickle
|
|
>>> pickle.dump(obj, open('save.p', 'wb'))
|
|
|
|
If you want to see that :mod:`pickle` works across Python processes, start
|
|
another Python session, before continuing. What follows can happen from either
|
|
the same process or a new process. ::
|
|
|
|
>>> import pickle
|
|
>>> reader = pickle.load(open('save.p', 'rb'))
|
|
>>> reader.readline()
|
|
'4: """Print and number lines in a text file."""'
|
|
|
|
|
|
.. seealso::
|
|
|
|
Module :mod:`copyreg`
|
|
Pickle interface constructor registration for extension types.
|
|
|
|
Module :mod:`shelve`
|
|
Indexed databases of objects; uses :mod:`pickle`.
|
|
|
|
Module :mod:`copy`
|
|
Shallow and deep object copying.
|
|
|
|
Module :mod:`marshal`
|
|
High-performance serialization of built-in types.
|
|
|
|
|
|
.. rubric:: Footnotes
|
|
|
|
.. [#] Don't confuse this with the :mod:`marshal` module
|
|
|
|
.. [#] The exception raised will likely be an :exc:`ImportError` or an
|
|
:exc:`AttributeError` but it could be something else.
|
|
|
|
.. [#] These methods can also be used to implement copying class instances.
|
|
|
|
.. [#] This protocol is also used by the shallow and deep copying operations
|
|
defined in the :mod:`copy` module.
|
|
|
|
.. [#] The limitation on alphanumeric characters is due to the fact the
|
|
persistent IDs, in protocol 0, are delimited by the newline character.
|
|
Therefore if any kind of newline characters, such as \r and \n, occurs in
|
|
persistent IDs, the resulting pickle will become unreadable.
|