alexandre.vassalotti
2008-10-18 20:47:58 UTC
Author: alexandre.vassalotti
Date: Sat Oct 18 22:47:58 2008
New Revision: 66971
Log:
Improve pickle's documentation.
Use double-space for ending a sentence.
Add dbpickle.py example.
Improve description about persistent IDs.
Added:
python/branches/py3k/Doc/includes/dbpickle.py
Modified:
python/branches/py3k/Doc/library/pickle.rst
Added: python/branches/py3k/Doc/includes/dbpickle.py
==============================================================================
--- (empty file)
+++ python/branches/py3k/Doc/includes/dbpickle.py Sat Oct 18 22:47:58 2008
@@ -0,0 +1,88 @@
+# Simple example presenting how persistent ID can be used to pickle
+# external objects by reference.
+
+import pickle
+import sqlite3
+from collections import namedtuple
+
+# Simple class representing a record in our database.
+MemoRecord = namedtuple("MemoRecord", "key, task")
+
+class DBPickler(pickle.Pickler):
+
+ def persistent_id(self, obj):
+ # Instead of pickling MemoRecord as a regular class instance, we emit a
+ # persistent ID instead.
+ if isinstance(obj, MemoRecord):
+ # Here, our persistent ID is simply a tuple containing a tag and a
+ # key which refers to a specific record in the database.
+ return ("MemoRecord", obj.key)
+ else:
+ # If obj does not have a persistent ID, return None. This means obj
+ # needs to be pickled as usual.
+ return None
+
+
+class DBUnpickler(pickle.Unpickler):
+
+ def __init__(self, file, connection):
+ super().__init__(file)
+ self.connection = connection
+
+ def persistent_load(self, pid):
+ # This method is invoked whenever a persistent ID is encountered.
+ # Here, pid is the tuple returned by DBPickler.
+ cursor = self.connection.cursor()
+ type_tag, key_id = pid
+ if type_tag == "MemoRecord":
+ # Fetch the referenced record from the database and return it.
+ cursor.execute("SELECT * FROM memos WHERE key=?", (str(key_id),))
+ key, task = cursor.fetchone()
+ return MemoRecord(key, task)
+ else:
+ # Always raises an error if you cannot return the correct object.
+ # Otherwise, the unpickler will think None is the object referenced
+ # by the persistent ID.
+ raise pickle.UnpicklingError("unsupported persistent object")
+
+
+def main(verbose=True):
+ import io, pprint
+
+ # Initialize and populate our database.
+ conn = sqlite3.connect(":memory:")
+ cursor = conn.cursor()
+ cursor.execute("CREATE TABLE memos(key INTEGER PRIMARY KEY, task TEXT)")
+ tasks = (
+ 'give food to fish',
+ 'prepare group meeting',
+ 'fight with a zebra',
+ )
+ for task in tasks:
+ cursor.execute("INSERT INTO memos VALUES(NULL, ?)", (task,))
+
+ # Fetch the records to be pickled.
+ cursor.execute("SELECT * FROM memos")
+ memos = [MemoRecord(key, task) for key, task in cursor]
+ # Save the records using our custom DBPickler.
+ file = io.BytesIO()
+ DBPickler(file).dump(memos)
+
+ if verbose:
+ print("Records to be pickled:")
+ pprint.pprint(memos)
+
+ # Update a record, just for good measure.
+ cursor.execute("UPDATE memos SET task='learn italian' WHERE key=1")
+
+ # Load the reports from the pickle data stream.
+ file.seek(0)
+ memos = DBUnpickler(file, conn).load()
+
+ if verbose:
+ print("Unpickled records:")
+ pprint.pprint(memos)
+
+
+if __name__ == '__main__':
+ main()
Modified: python/branches/py3k/Doc/library/pickle.rst
==============================================================================
--- python/branches/py3k/Doc/library/pickle.rst (original)
+++ python/branches/py3k/Doc/library/pickle.rst Sat Oct 18 22:47:58 2008
@@ -27,7 +27,7 @@
------------------------------------
The :mod:`pickle` module has an transparent optimizer (:mod:`_pickle`) written
-in C. It is used whenever available. Otherwise the pure Python implementation is
+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
@@ -108,7 +108,7 @@
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
+ 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.
@@ -166,7 +166,7 @@
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
+ 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])
@@ -220,7 +220,7 @@
.. exception:: PickleError
- Common base class for the other pickling exceptions. It inherits
+ Common base class for the other pickling exceptions. It inherits
:exc:`Exception`.
.. exception:: PicklingError
@@ -228,10 +228,13 @@
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`.
+ 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
@@ -254,7 +257,7 @@
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
+ 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)
@@ -276,8 +279,8 @@
.. method:: clear_memo()
- Deprecated. Use the :meth:`clear` method on the :attr:`memo`. Clear the
- pickler's memo, useful when reusing picklers.
+ Deprecated. Use the :meth:`clear` method on :attr:`memo`, instead.
+ Clear the pickler's memo, useful when reusing picklers.
.. attribute:: fast
@@ -329,24 +332,28 @@
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.
+ 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*. On errors, such as if an invalid persistent ID is
- encountered, an :exc:`UnpickingError` should be raised.
+ 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.
- Subclasses may override this to gain control over what type of objects can
- be loaded, potentially reducing security risks.
+ 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?
----------------------------------
@@ -372,9 +379,9 @@
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
+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
+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"
@@ -390,7 +397,7 @@
restored in the unpickling environment::
class Foo:
- attr = 'a class attr'
+ attr = 'A class attribute'
picklestring = pickle.dumps(Foo)
@@ -571,79 +578,30 @@
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 is just an arbitrary string
-of printable ASCII characters. The resolution of such names is not defined by
-the :mod:`pickle` module; it will delegate this resolution to user defined
-functions on the pickler and unpickler.
-
-To define external persistent id resolution, you need to set the
-:attr:`persistent_id` attribute of the pickler object and the
-:attr:`persistent_load` attribute of the unpickler object.
+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 :func:`persistent_id` method that takes an object as an argument and
+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 string, along with a marker so
-that the unpickler will recognize the string as a persistent id.
+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
-:func:`persistent_load` function that takes a persistent id string and returns
-the referenced object.
-
-Here's a silly example that *might* shed more light::
-
- import pickle
- from io import StringIO
-
- src = StringIO()
- p = pickle.Pickler(src)
-
- def persistent_id(obj):
- if hasattr(obj, 'x'):
- return 'the value %d' % obj.x
- else:
- return None
-
- p.persistent_id = persistent_id
+:meth:`persistent_load` method that takes a persistent ID object and returns the
+referenced object.
- class Integer:
- def __init__(self, x):
- self.x = x
- def __str__(self):
- return 'My name is integer %d' % self.x
+Example:
- i = Integer(7)
- print(i)
- p.dump(i)
-
- datastream = src.getvalue()
- print(repr(datastream))
- dst = StringIO(datastream)
-
- up = pickle.Unpickler(dst)
-
- class FancyInteger(Integer):
- def __str__(self):
- return 'I am the integer %d' % self.x
-
- def persistent_load(persid):
- if persid.startswith('the value '):
- value = int(persid.split()[2])
- return FancyInteger(value)
- else:
- raise pickle.UnpicklingError('Invalid persistent id')
-
- up.persistent_load = persistent_load
-
- j = up.load()
- print(j)
-
-
-.. BAW: pickle supports something called inst_persistent_id()
- which appears to give unknown types a second shot at producing a persistent
- id. Since Jim Fulton can't remember why it was added or what it's for, I'm
- leaving it undocumented.
+.. highlightlang:: python
+.. literalinclude:: ../includes/dbpickle.py
.. _pickle-sub:
@@ -808,5 +766,10 @@
.. [#] 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.
+.. [#] 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.
Date: Sat Oct 18 22:47:58 2008
New Revision: 66971
Log:
Improve pickle's documentation.
Use double-space for ending a sentence.
Add dbpickle.py example.
Improve description about persistent IDs.
Added:
python/branches/py3k/Doc/includes/dbpickle.py
Modified:
python/branches/py3k/Doc/library/pickle.rst
Added: python/branches/py3k/Doc/includes/dbpickle.py
==============================================================================
--- (empty file)
+++ python/branches/py3k/Doc/includes/dbpickle.py Sat Oct 18 22:47:58 2008
@@ -0,0 +1,88 @@
+# Simple example presenting how persistent ID can be used to pickle
+# external objects by reference.
+
+import pickle
+import sqlite3
+from collections import namedtuple
+
+# Simple class representing a record in our database.
+MemoRecord = namedtuple("MemoRecord", "key, task")
+
+class DBPickler(pickle.Pickler):
+
+ def persistent_id(self, obj):
+ # Instead of pickling MemoRecord as a regular class instance, we emit a
+ # persistent ID instead.
+ if isinstance(obj, MemoRecord):
+ # Here, our persistent ID is simply a tuple containing a tag and a
+ # key which refers to a specific record in the database.
+ return ("MemoRecord", obj.key)
+ else:
+ # If obj does not have a persistent ID, return None. This means obj
+ # needs to be pickled as usual.
+ return None
+
+
+class DBUnpickler(pickle.Unpickler):
+
+ def __init__(self, file, connection):
+ super().__init__(file)
+ self.connection = connection
+
+ def persistent_load(self, pid):
+ # This method is invoked whenever a persistent ID is encountered.
+ # Here, pid is the tuple returned by DBPickler.
+ cursor = self.connection.cursor()
+ type_tag, key_id = pid
+ if type_tag == "MemoRecord":
+ # Fetch the referenced record from the database and return it.
+ cursor.execute("SELECT * FROM memos WHERE key=?", (str(key_id),))
+ key, task = cursor.fetchone()
+ return MemoRecord(key, task)
+ else:
+ # Always raises an error if you cannot return the correct object.
+ # Otherwise, the unpickler will think None is the object referenced
+ # by the persistent ID.
+ raise pickle.UnpicklingError("unsupported persistent object")
+
+
+def main(verbose=True):
+ import io, pprint
+
+ # Initialize and populate our database.
+ conn = sqlite3.connect(":memory:")
+ cursor = conn.cursor()
+ cursor.execute("CREATE TABLE memos(key INTEGER PRIMARY KEY, task TEXT)")
+ tasks = (
+ 'give food to fish',
+ 'prepare group meeting',
+ 'fight with a zebra',
+ )
+ for task in tasks:
+ cursor.execute("INSERT INTO memos VALUES(NULL, ?)", (task,))
+
+ # Fetch the records to be pickled.
+ cursor.execute("SELECT * FROM memos")
+ memos = [MemoRecord(key, task) for key, task in cursor]
+ # Save the records using our custom DBPickler.
+ file = io.BytesIO()
+ DBPickler(file).dump(memos)
+
+ if verbose:
+ print("Records to be pickled:")
+ pprint.pprint(memos)
+
+ # Update a record, just for good measure.
+ cursor.execute("UPDATE memos SET task='learn italian' WHERE key=1")
+
+ # Load the reports from the pickle data stream.
+ file.seek(0)
+ memos = DBUnpickler(file, conn).load()
+
+ if verbose:
+ print("Unpickled records:")
+ pprint.pprint(memos)
+
+
+if __name__ == '__main__':
+ main()
Modified: python/branches/py3k/Doc/library/pickle.rst
==============================================================================
--- python/branches/py3k/Doc/library/pickle.rst (original)
+++ python/branches/py3k/Doc/library/pickle.rst Sat Oct 18 22:47:58 2008
@@ -27,7 +27,7 @@
------------------------------------
The :mod:`pickle` module has an transparent optimizer (:mod:`_pickle`) written
-in C. It is used whenever available. Otherwise the pure Python implementation is
+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
@@ -108,7 +108,7 @@
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
+ 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.
@@ -166,7 +166,7 @@
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
+ 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])
@@ -220,7 +220,7 @@
.. exception:: PickleError
- Common base class for the other pickling exceptions. It inherits
+ Common base class for the other pickling exceptions. It inherits
:exc:`Exception`.
.. exception:: PicklingError
@@ -228,10 +228,13 @@
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`.
+ 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
@@ -254,7 +257,7 @@
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
+ 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)
@@ -276,8 +279,8 @@
.. method:: clear_memo()
- Deprecated. Use the :meth:`clear` method on the :attr:`memo`. Clear the
- pickler's memo, useful when reusing picklers.
+ Deprecated. Use the :meth:`clear` method on :attr:`memo`, instead.
+ Clear the pickler's memo, useful when reusing picklers.
.. attribute:: fast
@@ -329,24 +332,28 @@
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.
+ 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*. On errors, such as if an invalid persistent ID is
- encountered, an :exc:`UnpickingError` should be raised.
+ 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.
- Subclasses may override this to gain control over what type of objects can
- be loaded, potentially reducing security risks.
+ 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?
----------------------------------
@@ -372,9 +379,9 @@
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
+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
+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"
@@ -390,7 +397,7 @@
restored in the unpickling environment::
class Foo:
- attr = 'a class attr'
+ attr = 'A class attribute'
picklestring = pickle.dumps(Foo)
@@ -571,79 +578,30 @@
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 is just an arbitrary string
-of printable ASCII characters. The resolution of such names is not defined by
-the :mod:`pickle` module; it will delegate this resolution to user defined
-functions on the pickler and unpickler.
-
-To define external persistent id resolution, you need to set the
-:attr:`persistent_id` attribute of the pickler object and the
-:attr:`persistent_load` attribute of the unpickler object.
+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 :func:`persistent_id` method that takes an object as an argument and
+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 string, along with a marker so
-that the unpickler will recognize the string as a persistent id.
+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
-:func:`persistent_load` function that takes a persistent id string and returns
-the referenced object.
-
-Here's a silly example that *might* shed more light::
-
- import pickle
- from io import StringIO
-
- src = StringIO()
- p = pickle.Pickler(src)
-
- def persistent_id(obj):
- if hasattr(obj, 'x'):
- return 'the value %d' % obj.x
- else:
- return None
-
- p.persistent_id = persistent_id
+:meth:`persistent_load` method that takes a persistent ID object and returns the
+referenced object.
- class Integer:
- def __init__(self, x):
- self.x = x
- def __str__(self):
- return 'My name is integer %d' % self.x
+Example:
- i = Integer(7)
- print(i)
- p.dump(i)
-
- datastream = src.getvalue()
- print(repr(datastream))
- dst = StringIO(datastream)
-
- up = pickle.Unpickler(dst)
-
- class FancyInteger(Integer):
- def __str__(self):
- return 'I am the integer %d' % self.x
-
- def persistent_load(persid):
- if persid.startswith('the value '):
- value = int(persid.split()[2])
- return FancyInteger(value)
- else:
- raise pickle.UnpicklingError('Invalid persistent id')
-
- up.persistent_load = persistent_load
-
- j = up.load()
- print(j)
-
-
-.. BAW: pickle supports something called inst_persistent_id()
- which appears to give unknown types a second shot at producing a persistent
- id. Since Jim Fulton can't remember why it was added or what it's for, I'm
- leaving it undocumented.
+.. highlightlang:: python
+.. literalinclude:: ../includes/dbpickle.py
.. _pickle-sub:
@@ -808,5 +766,10 @@
.. [#] 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.
+.. [#] 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.