blob: 5b8cbe07480efbc37f1b649d847c4bb003db944e [file] [log] [blame]
Fred Drake2db76802004-12-01 05:05:47 +00001\documentclass{howto}
2\usepackage{distutils}
3% $Id$
4
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00005% The easy_install stuff
Andrew M. Kuchling952f1962006-04-18 12:38:19 +00006% Describe the pkgutil module
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00007% Stateful codec changes
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00008% Fix XXX comments
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00009% Count up the patches and bugs
Fred Drake2db76802004-12-01 05:05:47 +000010
11\title{What's New in Python 2.5}
Andrew M. Kuchling2cdb23e2006-04-05 13:59:01 +000012\release{0.1}
Andrew M. Kuchling92e24952004-12-03 13:54:09 +000013\author{A.M. Kuchling}
14\authoraddress{\email{amk@amk.ca}}
Fred Drake2db76802004-12-01 05:05:47 +000015
16\begin{document}
17\maketitle
18\tableofcontents
19
20This article explains the new features in Python 2.5. No release date
Andrew M. Kuchling5eefdca2006-02-08 11:36:09 +000021for Python 2.5 has been set; it will probably be released in the
Andrew M. Kuchlingd96a6ac2006-04-04 19:17:34 +000022autumn of 2006. \pep{356} describes the planned release schedule.
Fred Drake2db76802004-12-01 05:05:47 +000023
Andrew M. Kuchling0d660c02006-04-17 14:01:36 +000024Comments, suggestions, and error reports are welcome; please e-mail them
25to the author or open a bug in the Python bug tracker.
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +000026
Andrew M. Kuchling437567c2006-03-07 20:48:55 +000027% XXX Compare with previous release in 2 - 3 sentences here.
Fred Drake2db76802004-12-01 05:05:47 +000028
29This article doesn't attempt to provide a complete specification of
30the new features, but instead provides a convenient overview. For
31full details, you should refer to the documentation for Python 2.5.
Andrew M. Kuchling437567c2006-03-07 20:48:55 +000032% XXX add hyperlink when the documentation becomes available online.
Fred Drake2db76802004-12-01 05:05:47 +000033If you want to understand the complete implementation and design
34rationale, refer to the PEP for a particular new feature.
35
36
37%======================================================================
Andrew M. Kuchling6a67e4e2006-04-12 13:03:35 +000038\section{PEP 243: Uploading Modules to PyPI}
39
40PEP 243 describes an HTTP-based protocol for submitting software
41packages to a central archive. The Python package index at
42\url{http://cheeseshop.python.org} now supports package uploads, and
43the new \command{upload} Distutils command will upload a package to the
44repository.
45
46Before a package can be uploaded, you must be able to build a
47distribution using the \command{sdist} Distutils command. Once that
48works, you can run \code{python setup.py upload} to add your package
49to the PyPI archive. Optionally you can GPG-sign the package by
George Yoshida297bf822006-04-17 15:44:59 +000050supplying the \longprogramopt{sign} and
51\longprogramopt{identity} options.
Andrew M. Kuchling6a67e4e2006-04-12 13:03:35 +000052
53\begin{seealso}
54
55\seepep{243}{Module Repository Upload Mechanism}{PEP written by
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +000056Sean Reifschneider; implemented by Martin von~L\"owis
Andrew M. Kuchling6a67e4e2006-04-12 13:03:35 +000057and Richard Jones. Note that the PEP doesn't exactly
58describe what's implemented in PyPI.}
59
60\end{seealso}
61
62
63%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +000064\section{PEP 308: Conditional Expressions}
65
Andrew M. Kuchlinge362d932006-03-09 13:56:25 +000066For a long time, people have been requesting a way to write
67conditional expressions, expressions that return value A or value B
68depending on whether a Boolean value is true or false. A conditional
69expression lets you write a single assignment statement that has the
70same effect as the following:
71
72\begin{verbatim}
73if condition:
74 x = true_value
75else:
76 x = false_value
77\end{verbatim}
78
79There have been endless tedious discussions of syntax on both
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +000080python-dev and comp.lang.python. A vote was even held that found the
81majority of voters wanted conditional expressions in some form,
82but there was no syntax that was preferred by a clear majority.
83Candidates included C's \code{cond ? true_v : false_v},
Andrew M. Kuchlinge362d932006-03-09 13:56:25 +000084\code{if cond then true_v else false_v}, and 16 other variations.
85
86GvR eventually chose a surprising syntax:
87
88\begin{verbatim}
89x = true_value if condition else false_value
90\end{verbatim}
91
Andrew M. Kuchling38f85072006-04-02 01:46:32 +000092Evaluation is still lazy as in existing Boolean expressions, so the
93order of evaluation jumps around a bit. The \var{condition}
94expression in the middle is evaluated first, and the \var{true_value}
95expression is evaluated only if the condition was true. Similarly,
96the \var{false_value} expression is only evaluated when the condition
97is false.
Andrew M. Kuchlinge362d932006-03-09 13:56:25 +000098
99This syntax may seem strange and backwards; why does the condition go
100in the \emph{middle} of the expression, and not in the front as in C's
101\code{c ? x : y}? The decision was checked by applying the new syntax
102to the modules in the standard library and seeing how the resulting
103code read. In many cases where a conditional expression is used, one
104value seems to be the 'common case' and one value is an 'exceptional
105case', used only on rarer occasions when the condition isn't met. The
106conditional syntax makes this pattern a bit more obvious:
107
108\begin{verbatim}
109contents = ((doc + '\n') if doc else '')
110\end{verbatim}
111
112I read the above statement as meaning ``here \var{contents} is
Andrew M. Kuchlingd0fcc022006-03-09 13:57:28 +0000113usually assigned a value of \code{doc+'\e n'}; sometimes
Andrew M. Kuchlinge362d932006-03-09 13:56:25 +0000114\var{doc} is empty, in which special case an empty string is returned.''
115I doubt I will use conditional expressions very often where there
116isn't a clear common and uncommon case.
117
118There was some discussion of whether the language should require
119surrounding conditional expressions with parentheses. The decision
120was made to \emph{not} require parentheses in the Python language's
121grammar, but as a matter of style I think you should always use them.
122Consider these two statements:
123
124\begin{verbatim}
125# First version -- no parens
126level = 1 if logging else 0
127
128# Second version -- with parens
129level = (1 if logging else 0)
130\end{verbatim}
131
132In the first version, I think a reader's eye might group the statement
133into 'level = 1', 'if logging', 'else 0', and think that the condition
134decides whether the assignment to \var{level} is performed. The
135second version reads better, in my opinion, because it makes it clear
136that the assignment is always performed and the choice is being made
137between two values.
138
139Another reason for including the brackets: a few odd combinations of
140list comprehensions and lambdas could look like incorrect conditional
141expressions. See \pep{308} for some examples. If you put parentheses
142around your conditional expressions, you won't run into this case.
143
144
145\begin{seealso}
146
147\seepep{308}{Conditional Expressions}{PEP written by
148Guido van Rossum and Raymond D. Hettinger; implemented by Thomas
149Wouters.}
150
151\end{seealso}
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000152
153
154%======================================================================
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +0000155\section{PEP 309: Partial Function Application}
Fred Drake2db76802004-12-01 05:05:47 +0000156
Andrew M. Kuchlingb1c96fd2005-03-20 21:42:04 +0000157The \module{functional} module is intended to contain tools for
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000158functional-style programming. Currently it only contains a
159\class{partial()} function, but new functions will probably be added
160in future versions of Python.
Andrew M. Kuchlingb1c96fd2005-03-20 21:42:04 +0000161
Andrew M. Kuchling4b000cd2005-04-09 15:51:44 +0000162For programs written in a functional style, it can be useful to
163construct variants of existing functions that have some of the
164parameters filled in. Consider a Python function \code{f(a, b, c)};
165you could create a new function \code{g(b, c)} that was equivalent to
166\code{f(1, b, c)}. This is called ``partial function application'',
167and is provided by the \class{partial} class in the new
168\module{functional} module.
169
170The constructor for \class{partial} takes the arguments
171\code{(\var{function}, \var{arg1}, \var{arg2}, ...
172\var{kwarg1}=\var{value1}, \var{kwarg2}=\var{value2})}. The resulting
173object is callable, so you can just call it to invoke \var{function}
174with the filled-in arguments.
175
176Here's a small but realistic example:
177
178\begin{verbatim}
179import functional
180
181def log (message, subsystem):
182 "Write the contents of 'message' to the specified subsystem."
183 print '%s: %s' % (subsystem, message)
184 ...
185
186server_log = functional.partial(log, subsystem='server')
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000187server_log('Unable to open socket')
Andrew M. Kuchling4b000cd2005-04-09 15:51:44 +0000188\end{verbatim}
189
Andrew M. Kuchling6af7fe02005-08-02 17:20:36 +0000190Here's another example, from a program that uses PyGTk. Here a
191context-sensitive pop-up menu is being constructed dynamically. The
192callback provided for the menu option is a partially applied version
193of the \method{open_item()} method, where the first argument has been
194provided.
Andrew M. Kuchling4b000cd2005-04-09 15:51:44 +0000195
Andrew M. Kuchling6af7fe02005-08-02 17:20:36 +0000196\begin{verbatim}
197...
198class Application:
199 def open_item(self, path):
200 ...
201 def init (self):
202 open_func = functional.partial(self.open_item, item_path)
203 popup_menu.append( ("Open", open_func, 1) )
204\end{verbatim}
Andrew M. Kuchlingb1c96fd2005-03-20 21:42:04 +0000205
206
207\begin{seealso}
208
209\seepep{309}{Partial Function Application}{PEP proposed and written by
210Peter Harris; implemented by Hye-Shik Chang, with adaptations by
211Raymond Hettinger.}
212
213\end{seealso}
Fred Drake2db76802004-12-01 05:05:47 +0000214
215
216%======================================================================
Fred Drakedb7b0022005-03-20 22:19:47 +0000217\section{PEP 314: Metadata for Python Software Packages v1.1}
218
Andrew M. Kuchlingd8d732e2005-04-09 23:59:41 +0000219Some simple dependency support was added to Distutils. The
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000220\function{setup()} function now has \code{requires}, \code{provides},
221and \code{obsoletes} keyword parameters. When you build a source
222distribution using the \code{sdist} command, the dependency
223information will be recorded in the \file{PKG-INFO} file.
Andrew M. Kuchlingd8d732e2005-04-09 23:59:41 +0000224
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000225Another new keyword parameter is \code{download_url}, which should be
226set to a URL for the package's source code. This means it's now
227possible to look up an entry in the package index, determine the
228dependencies for a package, and download the required packages.
Andrew M. Kuchlingd8d732e2005-04-09 23:59:41 +0000229
Andrew M. Kuchling61434b62006-04-13 11:51:07 +0000230\begin{verbatim}
231VERSION = '1.0'
232setup(name='PyPackage',
233 version=VERSION,
234 requires=['numarray', 'zlib (>=1.1.4)'],
235 obsoletes=['OldPackage']
236 download_url=('http://www.example.com/pypackage/dist/pkg-%s.tar.gz'
237 % VERSION),
238 )
239\end{verbatim}
Andrew M. Kuchlingd8d732e2005-04-09 23:59:41 +0000240
241\begin{seealso}
242
243\seepep{314}{Metadata for Python Software Packages v1.1}{PEP proposed
244and written by A.M. Kuchling, Richard Jones, and Fred Drake;
245implemented by Richard Jones and Fred Drake.}
246
247\end{seealso}
Fred Drakedb7b0022005-03-20 22:19:47 +0000248
249
250%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000251\section{PEP 328: Absolute and Relative Imports}
252
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000253The simpler part of PEP 328 was implemented in Python 2.4: parentheses
254could now be used to enclose the names imported from a module using
255the \code{from ... import ...} statement, making it easier to import
256many different names.
257
258The more complicated part has been implemented in Python 2.5:
259importing a module can be specified to use absolute or
260package-relative imports. The plan is to move toward making absolute
261imports the default in future versions of Python.
262
263Let's say you have a package directory like this:
264\begin{verbatim}
265pkg/
266pkg/__init__.py
267pkg/main.py
268pkg/string.py
269\end{verbatim}
270
271This defines a package named \module{pkg} containing the
272\module{pkg.main} and \module{pkg.string} submodules.
273
274Consider the code in the \file{main.py} module. What happens if it
275executes the statement \code{import string}? In Python 2.4 and
276earlier, it will first look in the package's directory to perform a
277relative import, finds \file{pkg/string.py}, imports the contents of
278that file as the \module{pkg.string} module, and that module is bound
279to the name \samp{string} in the \module{pkg.main} module's namespace.
280
281That's fine if \module{pkg.string} was what you wanted. But what if
282you wanted Python's standard \module{string} module? There's no clean
283way to ignore \module{pkg.string} and look for the standard module;
284generally you had to look at the contents of \code{sys.modules}, which
285is slightly unclean.
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000286Holger Krekel's \module{py.std} package provides a tidier way to perform
287imports from the standard library, \code{import py ; py.std.string.join()},
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000288but that package isn't available on all Python installations.
289
290Reading code which relies on relative imports is also less clear,
291because a reader may be confused about which module, \module{string}
292or \module{pkg.string}, is intended to be used. Python users soon
293learned not to duplicate the names of standard library modules in the
294names of their packages' submodules, but you can't protect against
295having your submodule's name being used for a new module added in a
296future version of Python.
297
298In Python 2.5, you can switch \keyword{import}'s behaviour to
299absolute imports using a \code{from __future__ import absolute_import}
300directive. This absolute-import behaviour will become the default in
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000301a future version (probably Python 2.7). Once absolute imports
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000302are the default, \code{import string} will
303always find the standard library's version.
304It's suggested that users should begin using absolute imports as much
305as possible, so it's preferable to begin writing \code{from pkg import
306string} in your code.
307
308Relative imports are still possible by adding a leading period
309to the module name when using the \code{from ... import} form:
310
311\begin{verbatim}
312# Import names from pkg.string
313from .string import name1, name2
314# Import pkg.string
315from . import string
316\end{verbatim}
317
318This imports the \module{string} module relative to the current
319package, so in \module{pkg.main} this will import \var{name1} and
320\var{name2} from \module{pkg.string}. Additional leading periods
321perform the relative import starting from the parent of the current
322package. For example, code in the \module{A.B.C} module can do:
323
324\begin{verbatim}
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000325from . import D # Imports A.B.D
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000326from .. import E # Imports A.E
327from ..F import G # Imports A.F.G
328\end{verbatim}
329
330Leading periods cannot be used with the \code{import \var{modname}}
331form of the import statement, only the \code{from ... import} form.
332
333\begin{seealso}
334
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000335\seepep{328}{Imports: Multi-Line and Absolute/Relative}
336{PEP written by Aahz; implemented by Thomas Wouters.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000337
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000338\seeurl{http://codespeak.net/py/current/doc/index.html}
339{The py library by Holger Krekel, which contains the \module{py.std} package.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000340
341\end{seealso}
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000342
343
344%======================================================================
Andrew M. Kuchling21d3a7c2006-03-15 11:53:09 +0000345\section{PEP 338: Executing Modules as Scripts}
346
Andrew M. Kuchlingb182db42006-03-17 21:48:46 +0000347The \programopt{-m} switch added in Python 2.4 to execute a module as
348a script gained a few more abilities. Instead of being implemented in
349C code inside the Python interpreter, the switch now uses an
350implementation in a new module, \module{runpy}.
351
352The \module{runpy} module implements a more sophisticated import
353mechanism so that it's now possible to run modules in a package such
354as \module{pychecker.checker}. The module also supports alternative
Andrew M. Kuchling5d4cf5e2006-04-13 13:02:42 +0000355import mechanisms such as the \module{zipimport} module. This means
Andrew M. Kuchlingb182db42006-03-17 21:48:46 +0000356you can add a .zip archive's path to \code{sys.path} and then use the
357\programopt{-m} switch to execute code from the archive.
358
359
360\begin{seealso}
361
362\seepep{338}{Executing modules as scripts}{PEP written and
363implemented by Nick Coghlan.}
364
365\end{seealso}
Andrew M. Kuchling21d3a7c2006-03-15 11:53:09 +0000366
367
368%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000369\section{PEP 341: Unified try/except/finally}
370
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000371Until Python 2.5, the \keyword{try} statement came in two
372flavours. You could use a \keyword{finally} block to ensure that code
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +0000373is always executed, or one or more \keyword{except} blocks to catch
374specific exceptions. You couldn't combine both \keyword{except} blocks and a
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000375\keyword{finally} block, because generating the right bytecode for the
376combined version was complicated and it wasn't clear what the
377semantics of the combined should be.
378
379GvR spent some time working with Java, which does support the
380equivalent of combining \keyword{except} blocks and a
381\keyword{finally} block, and this clarified what the statement should
382mean. In Python 2.5, you can now write:
383
384\begin{verbatim}
385try:
386 block-1 ...
387except Exception1:
388 handler-1 ...
389except Exception2:
390 handler-2 ...
391else:
392 else-block
393finally:
394 final-block
395\end{verbatim}
396
397The code in \var{block-1} is executed. If the code raises an
398exception, the handlers are tried in order: \var{handler-1},
399\var{handler-2}, ... If no exception is raised, the \var{else-block}
400is executed. No matter what happened previously, the
401\var{final-block} is executed once the code block is complete and any
402raised exceptions handled. Even if there's an error in an exception
403handler or the \var{else-block} and a new exception is raised, the
404\var{final-block} is still executed.
405
406\begin{seealso}
407
408\seepep{341}{Unifying try-except and try-finally}{PEP written by Georg Brandl;
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000409implementation by Thomas Lee.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000410
411\end{seealso}
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000412
413
414%======================================================================
Andrew M. Kuchling3b4fb042006-04-13 12:49:39 +0000415\section{PEP 342: New Generator Features\label{section-generators}}
Andrew M. Kuchlinga2e21cb2005-08-02 17:13:21 +0000416
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000417Python 2.5 adds a simple way to pass values \emph{into} a generator.
Andrew M. Kuchling150e3492005-08-23 00:56:06 +0000418As introduced in Python 2.3, generators only produce output; once a
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000419generator's code is invoked to create an iterator, there's no way to
420pass any new information into the function when its execution is
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000421resumed. Sometimes the ability to pass in some information would be
422useful. Hackish solutions to this include making the generator's code
423look at a global variable and then changing the global variable's
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000424value, or passing in some mutable object that callers then modify.
Andrew M. Kuchling150e3492005-08-23 00:56:06 +0000425
426To refresh your memory of basic generators, here's a simple example:
427
428\begin{verbatim}
429def counter (maximum):
430 i = 0
431 while i < maximum:
432 yield i
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000433 i += 1
Andrew M. Kuchling150e3492005-08-23 00:56:06 +0000434\end{verbatim}
435
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000436When you call \code{counter(10)}, the result is an iterator that
437returns the values from 0 up to 9. On encountering the
438\keyword{yield} statement, the iterator returns the provided value and
439suspends the function's execution, preserving the local variables.
440Execution resumes on the following call to the iterator's
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000441\method{next()} method, picking up after the \keyword{yield} statement.
Andrew M. Kuchling150e3492005-08-23 00:56:06 +0000442
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000443In Python 2.3, \keyword{yield} was a statement; it didn't return any
444value. In 2.5, \keyword{yield} is now an expression, returning a
445value that can be assigned to a variable or otherwise operated on:
Andrew M. Kuchlinga2e21cb2005-08-02 17:13:21 +0000446
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000447\begin{verbatim}
448val = (yield i)
449\end{verbatim}
450
451I recommend that you always put parentheses around a \keyword{yield}
452expression when you're doing something with the returned value, as in
453the above example. The parentheses aren't always necessary, but it's
454easier to always add them instead of having to remember when they're
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000455needed.\footnote{The exact rules are that a \keyword{yield}-expression must
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000456always be parenthesized except when it occurs at the top-level
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000457expression on the right-hand side of an assignment, meaning you can
458write \code{val = yield i} but have to use parentheses when there's an
459operation, as in \code{val = (yield i) + 12}.}
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000460
461Values are sent into a generator by calling its
462\method{send(\var{value})} method. The generator's code is then
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000463resumed and the \keyword{yield} expression returns the specified
464\var{value}. If the regular \method{next()} method is called, the
465\keyword{yield} returns \constant{None}.
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000466
467Here's the previous example, modified to allow changing the value of
468the internal counter.
469
470\begin{verbatim}
471def counter (maximum):
472 i = 0
473 while i < maximum:
474 val = (yield i)
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000475 # If value provided, change counter
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000476 if val is not None:
477 i = val
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000478 else:
479 i += 1
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000480\end{verbatim}
481
482And here's an example of changing the counter:
483
484\begin{verbatim}
485>>> it = counter(10)
486>>> print it.next()
4870
488>>> print it.next()
4891
490>>> print it.send(8)
4918
492>>> print it.next()
4939
494>>> print it.next()
495Traceback (most recent call last):
496 File ``t.py'', line 15, in ?
497 print it.next()
498StopIteration
Andrew M. Kuchlingc2033702005-08-29 13:30:12 +0000499\end{verbatim}
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000500
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000501Because \keyword{yield} will often be returning \constant{None}, you
502should always check for this case. Don't just use its value in
503expressions unless you're sure that the \method{send()} method
504will be the only method used resume your generator function.
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000505
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000506In addition to \method{send()}, there are two other new methods on
507generators:
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000508
509\begin{itemize}
510
511 \item \method{throw(\var{type}, \var{value}=None,
512 \var{traceback}=None)} is used to raise an exception inside the
513 generator; the exception is raised by the \keyword{yield} expression
514 where the generator's execution is paused.
515
516 \item \method{close()} raises a new \exception{GeneratorExit}
517 exception inside the generator to terminate the iteration.
518 On receiving this
519 exception, the generator's code must either raise
520 \exception{GeneratorExit} or \exception{StopIteration}; catching the
521 exception and doing anything else is illegal and will trigger
522 a \exception{RuntimeError}. \method{close()} will also be called by
523 Python's garbage collection when the generator is garbage-collected.
524
525 If you need to run cleanup code in case of a \exception{GeneratorExit},
526 I suggest using a \code{try: ... finally:} suite instead of
527 catching \exception{GeneratorExit}.
528
529\end{itemize}
530
531The cumulative effect of these changes is to turn generators from
532one-way producers of information into both producers and consumers.
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000533
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000534Generators also become \emph{coroutines}, a more generalized form of
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000535subroutines. Subroutines are entered at one point and exited at
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000536another point (the top of the function, and a \keyword{return
537statement}), but coroutines can be entered, exited, and resumed at
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000538many different points (the \keyword{yield} statements). We'll have to
539figure out patterns for using coroutines effectively in Python.
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000540
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000541The addition of the \method{close()} method has one side effect that
542isn't obvious. \method{close()} is called when a generator is
543garbage-collected, so this means the generator's code gets one last
Andrew M. Kuchling3b4fb042006-04-13 12:49:39 +0000544chance to run before the generator is destroyed. This last chance
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000545means that \code{try...finally} statements in generators can now be
546guaranteed to work; the \keyword{finally} clause will now always get a
547chance to run. The syntactic restriction that you couldn't mix
548\keyword{yield} statements with a \code{try...finally} suite has
549therefore been removed. This seems like a minor bit of language
550trivia, but using generators and \code{try...finally} is actually
551necessary in order to implement the \keyword{with} statement
552described by PEP 343. We'll look at this new statement in the following
553section.
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000554
Andrew M. Kuchling3b4fb042006-04-13 12:49:39 +0000555Another even more esoteric effect of this change: previously, the
556\member{gi_frame} attribute of a generator was always a frame object.
557It's now possible for \member{gi_frame} to be \code{None}
558once the generator has been exhausted.
559
Andrew M. Kuchlinga2e21cb2005-08-02 17:13:21 +0000560\begin{seealso}
561
562\seepep{342}{Coroutines via Enhanced Generators}{PEP written by
563Guido van Rossum and Phillip J. Eby;
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000564implemented by Phillip J. Eby. Includes examples of
565some fancier uses of generators as coroutines.}
566
567\seeurl{http://en.wikipedia.org/wiki/Coroutine}{The Wikipedia entry for
568coroutines.}
569
Neal Norwitz09179882006-03-04 23:31:45 +0000570\seeurl{http://www.sidhe.org/\~{}dan/blog/archives/000178.html}{An
Andrew M. Kuchling07382062005-08-27 18:45:47 +0000571explanation of coroutines from a Perl point of view, written by Dan
572Sugalski.}
Andrew M. Kuchlinga2e21cb2005-08-02 17:13:21 +0000573
574\end{seealso}
575
576
577%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000578\section{PEP 343: The 'with' statement}
579
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000580The \keyword{with} statement allows a clearer version of code that
581uses \code{try...finally} blocks to ensure that clean-up code is
582executed.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000583
584First, I'll discuss the statement as it will commonly be used, and
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000585then a subsection will examine the implementation details and how to
586write objects (called ``context managers'') that can be used with this
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000587statement.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000588
589The \keyword{with} statement is a new control-flow structure whose
590basic structure is:
591
592\begin{verbatim}
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000593with expression [as variable]:
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000594 with-block
595\end{verbatim}
596
597The expression is evaluated, and it should result in a type of object
598that's called a context manager. The context manager can return a
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000599value that can optionally be bound to the name \var{variable}. (Note
600carefully: \var{variable} is \emph{not} assigned the result of
601\var{expression}.) One method of the context manager is run before
602\var{with-block} is executed, and another method is run after the
603block is done, even if the block raised an exception.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000604
605To enable the statement in Python 2.5, you need
606to add the following directive to your module:
607
608\begin{verbatim}
609from __future__ import with_statement
610\end{verbatim}
611
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000612The statement will always be enabled in Python 2.6.
613
614Some standard Python objects can now behave as context managers. File
615objects are one example:
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000616
617\begin{verbatim}
618with open('/etc/passwd', 'r') as f:
619 for line in f:
620 print line
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000621 ... more processing code ...
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000622\end{verbatim}
623
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000624After this statement has executed, the file object in \var{f} will
625have been automatically closed at this point, even if the 'for' loop
626raised an exception part-way through the block.
627
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000628The \module{threading} module's locks and condition variables
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000629also support the \keyword{with} statement:
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000630
631\begin{verbatim}
632lock = threading.Lock()
633with lock:
634 # Critical section of code
635 ...
636\end{verbatim}
637
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000638The lock is acquired before the block is executed, and always released once
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000639the block is complete.
640
641The \module{decimal} module's contexts, which encapsulate the desired
642precision and rounding characteristics for computations, can also be
643used as context managers.
644
645\begin{verbatim}
646import decimal
647
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000648# Displays with default precision of 28 digits
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000649v1 = decimal.Decimal('578')
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000650print v1.sqrt()
651
652with decimal.Context(prec=16):
653 # All code in this block uses a precision of 16 digits.
654 # The original context is restored on exiting the block.
655 print v1.sqrt()
656\end{verbatim}
657
658\subsection{Writing Context Managers}
659
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000660Under the hood, the \keyword{with} statement is fairly complicated.
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000661Most people will only use \keyword{with} in company with
662existing objects that are documented to work as context managers, and
663don't need to know these details, so you can skip the following section if
664you like. Authors of new context managers will need to understand the
665details of the underlying implementation.
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000666
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000667A high-level explanation of the context management protocol is:
668
669\begin{itemize}
670\item The expression is evaluated and should result in an object
671that's a context manager, meaning that it has a
672\method{__context__()} method.
673
674\item This object's \method{__context__()} method is called, and must
675return a context object.
676
677\item The context's \method{__enter__()} method is called.
678The value returned is assigned to \var{VAR}. If no \code{as \var{VAR}}
679clause is present, the value is simply discarded.
680
681\item The code in \var{BLOCK} is executed.
682
683\item If \var{BLOCK} raises an exception, the context object's
684\method{__exit__(\var{type}, \var{value}, \var{traceback})} is called
685with the exception's information, the same values returned by
686\function{sys.exc_info()}. The method's return value
687controls whether the exception is re-raised: any false value
688re-raises the exception, and \code{True} will result in suppressing it.
689You'll only rarely want to suppress the exception; the
690author of the code containing the \keyword{with} statement will
691never realize anything went wrong.
692
693\item If \var{BLOCK} didn't raise an exception,
694the context object's \method{__exit__()} is still called,
695but \var{type}, \var{value}, and \var{traceback} are all \code{None}.
696
697\end{itemize}
698
699Let's think through an example. I won't present detailed code but
700will only sketch the necessary code. The example will be writing a
701context manager for a database that supports transactions.
702
703(For people unfamiliar with database terminology: a set of changes to
704the database are grouped into a transaction. Transactions can be
705either committed, meaning that all the changes are written into the
706database, or rolled back, meaning that the changes are all discarded
707and the database is unchanged. See any database textbook for more
708information.)
709% XXX find a shorter reference?
710
711Let's assume there's an object representing a database connection.
712Our goal will be to let the user write code like this:
713
714\begin{verbatim}
715db_connection = DatabaseConnection()
716with db_connection as cursor:
717 cursor.execute('insert into ...')
718 cursor.execute('delete from ...')
719 # ... more operations ...
720\end{verbatim}
721
722The transaction should either be committed if the code in the block
723runs flawlessly, or rolled back if there's an exception.
724
725First, the \class{DatabaseConnection} needs a \method{__context__()}
726method. Sometimes an object can be its own context manager and can
727simply return \code{self}; the \module{threading} module's lock objects
728can do this. For our database example, though, we need to
729create a new object; I'll call this class \class{DatabaseContext}.
730Our \method{__context__()} must therefore look like this:
731
732\begin{verbatim}
733class DatabaseConnection:
734 ...
735 def __context__ (self):
736 return DatabaseContext(self)
737
738 # Database interface
739 def cursor (self):
740 "Returns a cursor object and starts a new transaction"
741 def commit (self):
742 "Commits current transaction"
743 def rollback (self):
744 "Rolls back current transaction"
745\end{verbatim}
746
747The context needs the connection object so that the connection
748object's \method{commit()} or \method{rollback()} methods can be
749called:
750
751\begin{verbatim}
752class DatabaseContext:
753 def __init__ (self, connection):
754 self.connection = connection
755\end{verbatim}
756
757The \method {__enter__()} method is pretty easy, having only
758to start a new transaction. In this example,
759the resulting cursor object would be a useful result,
760so the method will return it. The user can
761then add \code{as cursor} to their \keyword{with} statement
762to bind the cursor to a variable name.
763
764\begin{verbatim}
765class DatabaseContext:
766 ...
767 def __enter__ (self):
768 # Code to start a new transaction
769 cursor = self.connection.cursor()
770 return cursor
771\end{verbatim}
772
773The \method{__exit__()} method is the most complicated because it's
774where most of the work has to be done. The method has to check if an
775exception occurred. If there was no exception, the transaction is
776committed. The transaction is rolled back if there was an exception.
777Here the code will just fall off the end of the function, returning
778the default value of \code{None}. \code{None} is false, so the exception
779will be re-raised automatically. If you wished, you could be more explicit
780and add a \keyword{return} at the marked location.
781
782\begin{verbatim}
783class DatabaseContext:
784 ...
785 def __exit__ (self, type, value, tb):
786 if tb is None:
787 # No exception, so commit
788 self.connection.commit()
789 else:
790 # Exception occurred, so rollback.
791 self.connection.rollback()
792 # return False
793\end{verbatim}
794
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +0000795
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000796\subsection{The contextlib module\label{module-contextlib}}
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000797
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000798The new \module{contextlib} module provides some functions and a
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000799decorator that are useful for writing context managers.
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000800
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000801The decorator is called \function{contextmanager}, and lets you write
802a simple context manager as a generator. The generator should yield
803exactly one value. The code up to the \keyword{yield} will be
804executed as the \method{__enter__()} method, and the value yielded
805will be the method's return value that will get bound to the variable
806in the \keyword{with} statement's \keyword{as} clause, if any. The
807code after the \keyword{yield} will be executed in the
808\method{__exit__()} method. Any exception raised in the block
809will be raised by the \keyword{yield} statement.
810
811Our database example from the previous section could be written
812using this decorator as:
813
814\begin{verbatim}
815from contextlib import contextmanager
816
817@contextmanager
818def db_transaction (connection):
819 cursor = connection.cursor()
820 try:
821 yield cursor
822 except:
823 connection.rollback()
824 raise
825 else:
826 connection.commit()
827
828db = DatabaseConnection()
829with db_transaction(db) as cursor:
830 ...
831\end{verbatim}
832
833There's a \function{nested(\var{mgr1}, \var{mgr2}, ...)} manager that
834combines a number of context managers so you don't need to write
835nested \keyword{with} statements. This example
836both uses a database transaction and also acquires a thread lock:
837
838\begin{verbatim}
839lock = threading.Lock()
840with nested (db_transaction(db), lock) as (cursor, locked):
841 ...
842\end{verbatim}
843
844Finally, the \function{closing(\var{object})} context manager
845returns \var{object} so that it can be bound to a variable,
846and calls \code{\var{object}.close()} at the end of the block.
847
848\begin{verbatim}
849with closing(open('/tmp/file', 'r')) as f:
850 for line in f:
851 ...
852\end{verbatim}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000853
854\begin{seealso}
855
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000856\seepep{343}{The ``with'' statement}{PEP written by Guido van Rossum
857and Nick Coghlan; implemented by Mike Bland, Guido van Rossum, and
858Neal Norwitz. The PEP shows the code generated for a \keyword{with}
859statement, which can be helpful in learning how context managers
860work.}
861
862\seeurl{../lib/module-contextlib.html}{The documentation
863for the \module{contextlib} module.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000864
865\end{seealso}
866
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000867
868%======================================================================
Andrew M. Kuchling8f4d2552006-03-08 01:50:20 +0000869\section{PEP 352: Exceptions as New-Style Classes}
870
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000871Exception classes can now be new-style classes, not just classic
872classes, and the built-in \exception{Exception} class and all the
873standard built-in exceptions (\exception{NameError},
874\exception{ValueError}, etc.) are now new-style classes.
Andrew M. Kuchlingaeadf952006-03-09 19:06:05 +0000875
876The inheritance hierarchy for exceptions has been rearranged a bit.
877In 2.5, the inheritance relationships are:
878
879\begin{verbatim}
880BaseException # New in Python 2.5
881|- KeyboardInterrupt
882|- SystemExit
883|- Exception
884 |- (all other current built-in exceptions)
885\end{verbatim}
886
887This rearrangement was done because people often want to catch all
888exceptions that indicate program errors. \exception{KeyboardInterrupt} and
889\exception{SystemExit} aren't errors, though, and usually represent an explicit
890action such as the user hitting Control-C or code calling
891\function{sys.exit()}. A bare \code{except:} will catch all exceptions,
892so you commonly need to list \exception{KeyboardInterrupt} and
893\exception{SystemExit} in order to re-raise them. The usual pattern is:
894
895\begin{verbatim}
896try:
897 ...
898except (KeyboardInterrupt, SystemExit):
899 raise
900except:
901 # Log error...
902 # Continue running program...
903\end{verbatim}
904
905In Python 2.5, you can now write \code{except Exception} to achieve
906the same result, catching all the exceptions that usually indicate errors
907but leaving \exception{KeyboardInterrupt} and
908\exception{SystemExit} alone. As in previous versions,
909a bare \code{except:} still catches all exceptions.
910
911The goal for Python 3.0 is to require any class raised as an exception
912to derive from \exception{BaseException} or some descendant of
913\exception{BaseException}, and future releases in the
914Python 2.x series may begin to enforce this constraint. Therefore, I
915suggest you begin making all your exception classes derive from
916\exception{Exception} now. It's been suggested that the bare
917\code{except:} form should be removed in Python 3.0, but Guido van~Rossum
918hasn't decided whether to do this or not.
919
920Raising of strings as exceptions, as in the statement \code{raise
921"Error occurred"}, is deprecated in Python 2.5 and will trigger a
922warning. The aim is to be able to remove the string-exception feature
923in a few releases.
924
925
926\begin{seealso}
927
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000928\seepep{352}{Required Superclass for Exceptions}{PEP written by
Andrew M. Kuchlingaeadf952006-03-09 19:06:05 +0000929Brett Cannon and Guido van Rossum; implemented by Brett Cannon.}
930
931\end{seealso}
Andrew M. Kuchling8f4d2552006-03-08 01:50:20 +0000932
933
934%======================================================================
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000935\section{PEP 353: Using ssize_t as the index type\label{section-353}}
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000936
937A wide-ranging change to Python's C API, using a new
938\ctype{Py_ssize_t} type definition instead of \ctype{int},
939will permit the interpreter to handle more data on 64-bit platforms.
940This change doesn't affect Python's capacity on 32-bit platforms.
941
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000942Various pieces of the Python interpreter used C's \ctype{int} type to
943store sizes or counts; for example, the number of items in a list or
944tuple were stored in an \ctype{int}. The C compilers for most 64-bit
945platforms still define \ctype{int} as a 32-bit type, so that meant
946that lists could only hold up to \code{2**31 - 1} = 2147483647 items.
947(There are actually a few different programming models that 64-bit C
948compilers can use -- see
949\url{http://www.unix.org/version2/whatsnew/lp64_wp.html} for a
950discussion -- but the most commonly available model leaves \ctype{int}
951as 32 bits.)
952
953A limit of 2147483647 items doesn't really matter on a 32-bit platform
954because you'll run out of memory before hitting the length limit.
955Each list item requires space for a pointer, which is 4 bytes, plus
956space for a \ctype{PyObject} representing the item. 2147483647*4 is
957already more bytes than a 32-bit address space can contain.
958
959It's possible to address that much memory on a 64-bit platform,
960however. The pointers for a list that size would only require 16GiB
961of space, so it's not unreasonable that Python programmers might
962construct lists that large. Therefore, the Python interpreter had to
963be changed to use some type other than \ctype{int}, and this will be a
96464-bit type on 64-bit platforms. The change will cause
965incompatibilities on 64-bit machines, so it was deemed worth making
966the transition now, while the number of 64-bit users is still
967relatively small. (In 5 or 10 years, we may \emph{all} be on 64-bit
968machines, and the transition would be more painful then.)
969
970This change most strongly affects authors of C extension modules.
971Python strings and container types such as lists and tuples
972now use \ctype{Py_ssize_t} to store their size.
973Functions such as \cfunction{PyList_Size()}
974now return \ctype{Py_ssize_t}. Code in extension modules
975may therefore need to have some variables changed to
976\ctype{Py_ssize_t}.
977
978The \cfunction{PyArg_ParseTuple()} and \cfunction{Py_BuildValue()} functions
979have a new conversion code, \samp{n}, for \ctype{Py_ssize_t}.
Andrew M. Kuchlinga4d651f2006-04-06 13:24:58 +0000980\cfunction{PyArg_ParseTuple()}'s \samp{s\#} and \samp{t\#} still output
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000981\ctype{int} by default, but you can define the macro
982\csimplemacro{PY_SSIZE_T_CLEAN} before including \file{Python.h}
983to make them return \ctype{Py_ssize_t}.
984
985\pep{353} has a section on conversion guidelines that
986extension authors should read to learn about supporting 64-bit
987platforms.
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000988
989\begin{seealso}
990
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +0000991\seepep{353}{Using ssize_t as the index type}{PEP written and implemented by Martin von~L\"owis.}
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000992
993\end{seealso}
994
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000995
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000996%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000997\section{PEP 357: The '__index__' method}
998
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000999The NumPy developers had a problem that could only be solved by adding
1000a new special method, \method{__index__}. When using slice notation,
Fred Drake1c0e3282006-04-02 03:30:06 +00001001as in \code{[\var{start}:\var{stop}:\var{step}]}, the values of the
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001002\var{start}, \var{stop}, and \var{step} indexes must all be either
1003integers or long integers. NumPy defines a variety of specialized
1004integer types corresponding to unsigned and signed integers of 8, 16,
100532, and 64 bits, but there was no way to signal that these types could
1006be used as slice indexes.
1007
1008Slicing can't just use the existing \method{__int__} method because
1009that method is also used to implement coercion to integers. If
1010slicing used \method{__int__}, floating-point numbers would also
1011become legal slice indexes and that's clearly an undesirable
1012behaviour.
1013
1014Instead, a new special method called \method{__index__} was added. It
1015takes no arguments and returns an integer giving the slice index to
1016use. For example:
1017
1018\begin{verbatim}
1019class C:
1020 def __index__ (self):
1021 return self.value
1022\end{verbatim}
1023
1024The return value must be either a Python integer or long integer.
1025The interpreter will check that the type returned is correct, and
1026raises a \exception{TypeError} if this requirement isn't met.
1027
1028A corresponding \member{nb_index} slot was added to the C-level
1029\ctype{PyNumberMethods} structure to let C extensions implement this
1030protocol. \cfunction{PyNumber_Index(\var{obj})} can be used in
1031extension code to call the \method{__index__} function and retrieve
1032its result.
1033
1034\begin{seealso}
1035
1036\seepep{357}{Allowing Any Object to be Used for Slicing}{PEP written
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +00001037and implemented by Travis Oliphant.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001038
1039\end{seealso}
Andrew M. Kuchling437567c2006-03-07 20:48:55 +00001040
1041
1042%======================================================================
Fred Drake2db76802004-12-01 05:05:47 +00001043\section{Other Language Changes}
1044
1045Here are all of the changes that Python 2.5 makes to the core Python
1046language.
1047
1048\begin{itemize}
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001049
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001050\item The \class{dict} type has a new hook for letting subclasses
1051provide a default value when a key isn't contained in the dictionary.
1052When a key isn't found, the dictionary's
1053\method{__missing__(\var{key})}
1054method will be called. This hook is used to implement
1055the new \class{defaultdict} class in the \module{collections}
1056module. The following example defines a dictionary
1057that returns zero for any missing key:
1058
1059\begin{verbatim}
1060class zerodict (dict):
1061 def __missing__ (self, key):
1062 return 0
1063
1064d = zerodict({1:1, 2:2})
1065print d[1], d[2] # Prints 1, 2
1066print d[3], d[4] # Prints 0, 0
1067\end{verbatim}
1068
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001069\item The \function{min()} and \function{max()} built-in functions
1070gained a \code{key} keyword argument analogous to the \code{key}
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001071argument for \method{sort()}. This argument supplies a function that
1072takes a single argument and is called for every value in the list;
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001073\function{min()}/\function{max()} will return the element with the
1074smallest/largest return value from this function.
1075For example, to find the longest string in a list, you can do:
1076
1077\begin{verbatim}
1078L = ['medium', 'longest', 'short']
1079# Prints 'longest'
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001080print max(L, key=len)
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001081# Prints 'short', because lexicographically 'short' has the largest value
1082print max(L)
1083\end{verbatim}
1084
1085(Contributed by Steven Bethard and Raymond Hettinger.)
Fred Drake2db76802004-12-01 05:05:47 +00001086
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001087\item Two new built-in functions, \function{any()} and
1088\function{all()}, evaluate whether an iterator contains any true or
1089false values. \function{any()} returns \constant{True} if any value
1090returned by the iterator is true; otherwise it will return
1091\constant{False}. \function{all()} returns \constant{True} only if
1092all of the values returned by the iterator evaluate as being true.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001093(Suggested by GvR, and implemented by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001094
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001095\item ASCII is now the default encoding for modules. It's now
1096a syntax error if a module contains string literals with 8-bit
1097characters but doesn't have an encoding declaration. In Python 2.4
1098this triggered a warning, not a syntax error. See \pep{263}
1099for how to declare a module's encoding; for example, you might add
1100a line like this near the top of the source file:
1101
1102\begin{verbatim}
1103# -*- coding: latin1 -*-
1104\end{verbatim}
1105
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001106\item The list of base classes in a class definition can now be empty.
1107As an example, this is now legal:
1108
1109\begin{verbatim}
1110class C():
1111 pass
1112\end{verbatim}
1113(Implemented by Brett Cannon.)
1114
Fred Drake2db76802004-12-01 05:05:47 +00001115\end{itemize}
1116
1117
1118%======================================================================
Andrew M. Kuchlingda376042006-03-17 15:56:41 +00001119\subsection{Interactive Interpreter Changes}
1120
1121In the interactive interpreter, \code{quit} and \code{exit}
1122have long been strings so that new users get a somewhat helpful message
1123when they try to quit:
1124
1125\begin{verbatim}
1126>>> quit
1127'Use Ctrl-D (i.e. EOF) to exit.'
1128\end{verbatim}
1129
1130In Python 2.5, \code{quit} and \code{exit} are now objects that still
1131produce string representations of themselves, but are also callable.
1132Newbies who try \code{quit()} or \code{exit()} will now exit the
1133interpreter as they expect. (Implemented by Georg Brandl.)
1134
1135
1136%======================================================================
Fred Drake2db76802004-12-01 05:05:47 +00001137\subsection{Optimizations}
1138
1139\begin{itemize}
1140
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001141\item When they were introduced
1142in Python 2.4, the built-in \class{set} and \class{frozenset} types
1143were built on top of Python's dictionary type.
1144In 2.5 the internal data structure has been customized for implementing sets,
1145and as a result sets will use a third less memory and are somewhat faster.
1146(Implemented by Raymond Hettinger.)
Fred Drake2db76802004-12-01 05:05:47 +00001147
Andrew M. Kuchling45bb98e2006-04-16 19:53:27 +00001148\item The performance of some Unicode operations, such as
1149character map decoding, has been improved.
1150% Patch 1313939
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001151
1152\item The code generator's peephole optimizer now performs
1153simple constant folding in expressions. If you write something like
1154\code{a = 2+3}, the code generator will do the arithmetic and produce
1155code corresponding to \code{a = 5}.
1156
Fred Drake2db76802004-12-01 05:05:47 +00001157\end{itemize}
1158
1159The net result of the 2.5 optimizations is that Python 2.5 runs the
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +00001160pystone benchmark around XXX\% faster than Python 2.4.
Fred Drake2db76802004-12-01 05:05:47 +00001161
1162
1163%======================================================================
1164\section{New, Improved, and Deprecated Modules}
1165
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +00001166The standard library received many enhancements and bug fixes in
1167Python 2.5. Here's a partial list of the most notable changes, sorted
1168alphabetically by module name. Consult the \file{Misc/NEWS} file in
1169the source tree for a more complete list of changes, or look through
1170the SVN logs for all the details.
Fred Drake2db76802004-12-01 05:05:47 +00001171
1172\begin{itemize}
1173
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001174% the cPickle module no longer accepts the deprecated None option in the
1175% args tuple returned by __reduce__().
1176
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001177% XXX datetime.datetime() now has a strptime class method which can be used to
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001178% create datetime object using a string and format.
1179
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001180% XXX fileinput: opening hook used to control how files are opened.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001181% .input() now has a mode parameter
1182% now has a fileno() function
1183% accepts Unicode filenames
1184
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001185\item The \module{audioop} module now supports the a-LAW encoding,
1186and the code for u-LAW encoding has been improved. (Contributed by
1187Lars Immisch.)
1188
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001189\item The \module{collections} module gained a new type,
1190\class{defaultdict}, that subclasses the standard \class{dict}
1191type. The new type mostly behaves like a dictionary but constructs a
1192default value when a key isn't present, automatically adding it to the
1193dictionary for the requested key value.
1194
1195The first argument to \class{defaultdict}'s constructor is a factory
1196function that gets called whenever a key is requested but not found.
1197This factory function receives no arguments, so you can use built-in
1198type constructors such as \function{list()} or \function{int()}. For
1199example,
1200you can make an index of words based on their initial letter like this:
1201
1202\begin{verbatim}
1203words = """Nel mezzo del cammin di nostra vita
1204mi ritrovai per una selva oscura
1205che la diritta via era smarrita""".lower().split()
1206
1207index = defaultdict(list)
1208
1209for w in words:
1210 init_letter = w[0]
1211 index[init_letter].append(w)
1212\end{verbatim}
1213
1214Printing \code{index} results in the following output:
1215
1216\begin{verbatim}
1217defaultdict(<type 'list'>, {'c': ['cammin', 'che'], 'e': ['era'],
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001218 'd': ['del', 'di', 'diritta'], 'm': ['mezzo', 'mi'],
1219 'l': ['la'], 'o': ['oscura'], 'n': ['nel', 'nostra'],
1220 'p': ['per'], 's': ['selva', 'smarrita'],
1221 'r': ['ritrovai'], 'u': ['una'], 'v': ['vita', 'via']}
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001222\end{verbatim}
1223
1224The \class{deque} double-ended queue type supplied by the
1225\module{collections} module now has a \method{remove(\var{value})}
1226method that removes the first occurrence of \var{value} in the queue,
1227raising \exception{ValueError} if the value isn't found.
1228
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +00001229\item The \module{contextlib} module contains helper functions for use
1230with the new \keyword{with} statement. See section~\ref{module-contextlib}
1231for more about this module. (Contributed by Phillip J. Eby.)
1232
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001233\item The \module{cProfile} module is a C implementation of
1234the existing \module{profile} module that has much lower overhead.
1235The module's interface is the same as \module{profile}: you run
1236\code{cProfile.run('main()')} to profile a function, can save profile
1237data to a file, etc. It's not yet known if the Hotshot profiler,
1238which is also written in C but doesn't match the \module{profile}
1239module's interface, will continue to be maintained in future versions
1240of Python. (Contributed by Armin Rigo.)
1241
Andrew M. Kuchling952f1962006-04-18 12:38:19 +00001242\item The \module{csv} module, which parses files in
1243comma-separated value format, received several enhancements and a
1244number of bugfixes. You can now set the maximum size in bytes of a
1245field by calling the \method{csv.field_size_limit(\var{new_limit})}
1246function; omitting the \var{new_limit} argument will return the
1247currently-set limit. The \class{reader} class now has a
1248\member{line_num} attribute that counts the number of physical lines
1249read from the source; records can span multiple physical lines, so
1250\member{line_num} is not the same as the number of records read.
1251(Contributed by Skip Montanaro and Andrew McNamara.)
1252
Andrew M. Kuchlingda376042006-03-17 15:56:41 +00001253\item In the \module{gc} module, the new \function{get_count()} function
1254returns a 3-tuple containing the current collection counts for the
1255three GC generations. This is accounting information for the garbage
1256collector; when these counts reach a specified threshold, a garbage
1257collection sweep will be made. The existing \function{gc.collect()}
1258function now takes an optional \var{generation} argument of 0, 1, or 2
1259to specify which generation to collect.
1260
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001261\item The \function{nsmallest()} and
1262\function{nlargest()} functions in the \module{heapq} module
1263now support a \code{key} keyword argument similar to the one
1264provided by the \function{min()}/\function{max()} functions
1265and the \method{sort()} methods. For example:
1266Example:
1267
1268\begin{verbatim}
1269>>> import heapq
1270>>> L = ["short", 'medium', 'longest', 'longer still']
1271>>> heapq.nsmallest(2, L) # Return two lowest elements, lexicographically
1272['longer still', 'longest']
1273>>> heapq.nsmallest(2, L, key=len) # Return two shortest elements
1274['short', 'medium']
1275\end{verbatim}
1276
1277(Contributed by Raymond Hettinger.)
1278
Andrew M. Kuchling511a3a82005-03-20 19:52:18 +00001279\item The \function{itertools.islice()} function now accepts
1280\code{None} for the start and step arguments. This makes it more
1281compatible with the attributes of slice objects, so that you can now write
1282the following:
1283
1284\begin{verbatim}
1285s = slice(5) # Create slice object
1286itertools.islice(iterable, s.start, s.stop, s.step)
1287\end{verbatim}
1288
1289(Contributed by Raymond Hettinger.)
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001290
Andrew M. Kuchling75ba2442006-04-14 10:29:55 +00001291\item The \module{nis} module now supports accessing domains other
1292than the system default domain by supplying a \var{domain} argument to
1293the \function{nis.match()} and \function{nis.maps()} functions.
1294(Contributed by Ben Bell.)
1295
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001296\item The \module{operator} module's \function{itemgetter()}
1297and \function{attrgetter()} functions now support multiple fields.
1298A call such as \code{operator.attrgetter('a', 'b')}
1299will return a function
1300that retrieves the \member{a} and \member{b} attributes. Combining
1301this new feature with the \method{sort()} method's \code{key} parameter
1302lets you easily sort lists using multiple fields.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001303(Contributed by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001304
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001305
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001306\item The \module{os} module underwent several changes. The
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001307\member{stat_float_times} variable now defaults to true, meaning that
1308\function{os.stat()} will now return time values as floats. (This
1309doesn't necessarily mean that \function{os.stat()} will return times
1310that are precise to fractions of a second; not all systems support
1311such precision.)
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001312
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001313Constants named \member{os.SEEK_SET}, \member{os.SEEK_CUR}, and
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001314\member{os.SEEK_END} have been added; these are the parameters to the
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001315\function{os.lseek()} function. Two new constants for locking are
1316\member{os.O_SHLOCK} and \member{os.O_EXLOCK}.
1317
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001318Two new functions, \function{wait3()} and \function{wait4()}, were
1319added. They're similar the \function{waitpid()} function which waits
1320for a child process to exit and returns a tuple of the process ID and
1321its exit status, but \function{wait3()} and \function{wait4()} return
1322additional information. \function{wait3()} doesn't take a process ID
1323as input, so it waits for any child process to exit and returns a
13243-tuple of \var{process-id}, \var{exit-status}, \var{resource-usage}
1325as returned from the \function{resource.getrusage()} function.
1326\function{wait4(\var{pid})} does take a process ID.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001327(Contributed by Chad J. Schroeder.)
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001328
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001329On FreeBSD, the \function{os.stat()} function now returns
1330times with nanosecond resolution, and the returned object
1331now has \member{st_gen} and \member{st_birthtime}.
1332The \member{st_flags} member is also available, if the platform supports it.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001333(Contributed by Antti Louko and Diego Petten\`o.)
1334% (Patch 1180695, 1212117)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001335
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001336\item The old \module{regex} and \module{regsub} modules, which have been
1337deprecated ever since Python 2.0, have finally been deleted.
Andrew M. Kuchlingf4b06602006-03-17 15:39:52 +00001338Other deleted modules: \module{statcache}, \module{tzparse},
1339\module{whrandom}.
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001340
1341\item The \file{lib-old} directory,
1342which includes ancient modules such as \module{dircmp} and
1343\module{ni}, was also deleted. \file{lib-old} wasn't on the default
1344\code{sys.path}, so unless your programs explicitly added the directory to
1345\code{sys.path}, this removal shouldn't affect your code.
1346
Andrew M. Kuchling4678dc82006-01-15 16:11:28 +00001347\item The \module{socket} module now supports \constant{AF_NETLINK}
1348sockets on Linux, thanks to a patch from Philippe Biondi.
1349Netlink sockets are a Linux-specific mechanism for communications
1350between a user-space process and kernel code; an introductory
1351article about them is at \url{http://www.linuxjournal.com/article/7356}.
1352In Python code, netlink addresses are represented as a tuple of 2 integers,
1353\code{(\var{pid}, \var{group_mask})}.
1354
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001355Socket objects also gained accessor methods \method{getfamily()},
1356\method{gettype()}, and \method{getproto()} methods to retrieve the
1357family, type, and protocol values for the socket.
1358
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001359\item New module: \module{spwd} provides functions for accessing the
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001360shadow password database on systems that support it.
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001361% XXX give example
Fred Drake2db76802004-12-01 05:05:47 +00001362
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001363\item The Python developers switched from CVS to Subversion during the 2.5
1364development process. Information about the exact build version is
1365available as the \code{sys.subversion} variable, a 3-tuple
1366of \code{(\var{interpreter-name}, \var{branch-name}, \var{revision-range})}.
1367For example, at the time of writing
1368my copy of 2.5 was reporting \code{('CPython', 'trunk', '45313:45315')}.
1369
1370This information is also available to C extensions via the
1371\cfunction{Py_GetBuildInfo()} function that returns a
1372string of build information like this:
1373\code{"trunk:45355:45356M, Apr 13 2006, 07:42:19"}.
1374(Contributed by Barry Warsaw.)
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001375
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001376\item The \class{TarFile} class in the \module{tarfile} module now has
Georg Brandl08c02db2005-07-22 18:39:19 +00001377an \method{extractall()} method that extracts all members from the
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001378archive into the current working directory. It's also possible to set
1379a different directory as the extraction target, and to unpack only a
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001380subset of the archive's members.
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001381
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001382A tarfile's compression can be autodetected by
1383using the mode \code{'r|*'}.
1384% patch 918101
1385(Contributed by Lars Gust\"abel.)
Gregory P. Smithf21a5f72005-08-21 18:45:59 +00001386
Andrew M. Kuchlingf688cc52006-03-10 18:50:08 +00001387\item The \module{unicodedata} module has been updated to use version 4.1.0
1388of the Unicode character database. Version 3.2.0 is required
1389by some specifications, so it's still available as
1390\member{unicodedata.db_3_2_0}.
1391
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001392% patch #754022: Greatly enhanced webbrowser.py (by Oleg Broytmann).
1393
Fredrik Lundh7e0aef02005-12-12 18:54:55 +00001394
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001395\item The \module{xmlrpclib} module now supports returning
1396 \class{datetime} objects for the XML-RPC date type. Supply
1397 \code{use_datetime=True} to the \function{loads()} function
1398 or the \class{Unmarshaller} class to enable this feature.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001399 (Contributed by Skip Montanaro.)
1400% Patch 1120353
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001401
Gregory P. Smithf21a5f72005-08-21 18:45:59 +00001402
Fred Drake114b8ca2005-03-21 05:47:11 +00001403\end{itemize}
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001404
Fred Drake2db76802004-12-01 05:05:47 +00001405
1406
1407%======================================================================
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001408% whole new modules get described in subsections here
Fred Drake2db76802004-12-01 05:05:47 +00001409
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001410%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001411\subsection{The ctypes package}
1412
1413The \module{ctypes} package, written by Thomas Heller, has been added
1414to the standard library. \module{ctypes} lets you call arbitrary functions
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001415in shared libraries or DLLs. Long-time users may remember the \module{dl} module, which
1416provides functions for loading shared libraries and calling functions in them. The \module{ctypes} package is much fancier.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001417
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001418To load a shared library or DLL, you must create an instance of the
1419\class{CDLL} class and provide the name or path of the shared library
1420or DLL. Once that's done, you can call arbitrary functions
1421by accessing them as attributes of the \class{CDLL} object.
1422
1423\begin{verbatim}
1424import ctypes
1425
1426libc = ctypes.CDLL('libc.so.6')
1427result = libc.printf("Line of output\n")
1428\end{verbatim}
1429
1430Type constructors for the various C types are provided: \function{c_int},
1431\function{c_float}, \function{c_double}, \function{c_char_p} (equivalent to \ctype{char *}), and so forth. Unlike Python's types, the C versions are all mutable; you can assign to their \member{value} attribute
1432to change the wrapped value. Python integers and strings will be automatically
1433converted to the corresponding C types, but for other types you
1434must call the correct type constructor. (And I mean \emph{must};
1435getting it wrong will often result in the interpreter crashing
1436with a segmentation fault.)
1437
1438You shouldn't use \function{c_char_p} with a Python string when the C function will be modifying the memory area, because Python strings are
1439supposed to be immutable; breaking this rule will cause puzzling bugs. When you need a modifiable memory area,
Neal Norwitz5f5a69b2006-04-13 03:41:04 +00001440use \function{create_string_buffer()}:
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001441
1442\begin{verbatim}
1443s = "this is a string"
1444buf = ctypes.create_string_buffer(s)
1445libc.strfry(buf)
1446\end{verbatim}
1447
1448C functions are assumed to return integers, but you can set
1449the \member{restype} attribute of the function object to
1450change this:
1451
1452\begin{verbatim}
1453>>> libc.atof('2.71828')
1454-1783957616
1455>>> libc.atof.restype = ctypes.c_double
1456>>> libc.atof('2.71828')
14572.71828
1458\end{verbatim}
1459
1460\module{ctypes} also provides a wrapper for Python's C API
1461as the \code{ctypes.pythonapi} object. This object does \emph{not}
1462release the global interpreter lock before calling a function, because the lock must be held when calling into the interpreter's code.
1463There's a \class{py_object()} type constructor that will create a
1464\ctype{PyObject *} pointer. A simple usage:
1465
1466\begin{verbatim}
1467import ctypes
1468
1469d = {}
1470ctypes.pythonapi.PyObject_SetItem(ctypes.py_object(d),
1471 ctypes.py_object("abc"), ctypes.py_object(1))
1472# d is now {'abc', 1}.
1473\end{verbatim}
1474
1475Don't forget to use \class{py_object()}; if it's omitted you end
1476up with a segmentation fault.
1477
1478\module{ctypes} has been around for a while, but people still write
1479and distribution hand-coded extension modules because you can't rely on \module{ctypes} being present.
1480Perhaps developers will begin to write
1481Python wrappers atop a library accessed through \module{ctypes} instead
1482of extension modules, now that \module{ctypes} is included with core Python.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001483
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001484\begin{seealso}
1485
1486\seeurl{http://starship.python.net/crew/theller/ctypes/}
1487{The ctypes web page, with a tutorial, reference, and FAQ.}
1488
1489\end{seealso}
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001490
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001491
1492%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001493\subsection{The ElementTree package}
1494
1495A subset of Fredrik Lundh's ElementTree library for processing XML has
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001496been added to the standard library as \module{xmlcore.etree}. The
Georg Brandlce27a062006-04-11 06:27:12 +00001497available modules are
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001498\module{ElementTree}, \module{ElementPath}, and
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001499\module{ElementInclude} from ElementTree 1.2.6.
1500The \module{cElementTree} accelerator module is also included.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001501
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001502The rest of this section will provide a brief overview of using
1503ElementTree. Full documentation for ElementTree is available at
1504\url{http://effbot.org/zone/element-index.htm}.
1505
1506ElementTree represents an XML document as a tree of element nodes.
1507The text content of the document is stored as the \member{.text}
1508and \member{.tail} attributes of
1509(This is one of the major differences between ElementTree and
1510the Document Object Model; in the DOM there are many different
1511types of node, including \class{TextNode}.)
1512
1513The most commonly used parsing function is \function{parse()}, that
1514takes either a string (assumed to contain a filename) or a file-like
1515object and returns an \class{ElementTree} instance:
1516
1517\begin{verbatim}
1518from xmlcore.etree import ElementTree as ET
1519
1520tree = ET.parse('ex-1.xml')
1521
1522feed = urllib.urlopen(
1523 'http://planet.python.org/rss10.xml')
1524tree = ET.parse(feed)
1525\end{verbatim}
1526
1527Once you have an \class{ElementTree} instance, you
1528can call its \method{getroot()} method to get the root \class{Element} node.
1529
1530There's also an \function{XML()} function that takes a string literal
1531and returns an \class{Element} node (not an \class{ElementTree}).
1532This function provides a tidy way to incorporate XML fragments,
1533approaching the convenience of an XML literal:
1534
1535\begin{verbatim}
1536svg = et.XML("""<svg width="10px" version="1.0">
1537 </svg>""")
1538svg.set('height', '320px')
1539svg.append(elem1)
1540\end{verbatim}
1541
1542Each XML element supports some dictionary-like and some list-like
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001543access methods. Dictionary-like operations are used to access attribute
1544values, and list-like operations are used to access child nodes.
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001545
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001546\begin{tableii}{c|l}{code}{Operation}{Result}
1547 \lineii{elem[n]}{Returns n'th child element.}
1548 \lineii{elem[m:n]}{Returns list of m'th through n'th child elements.}
1549 \lineii{len(elem)}{Returns number of child elements.}
1550 \lineii{elem.getchildren()}{Returns list of child elements.}
1551 \lineii{elem.append(elem2)}{Adds \var{elem2} as a child.}
1552 \lineii{elem.insert(index, elem2)}{Inserts \var{elem2} at the specified location.}
1553 \lineii{del elem[n]}{Deletes n'th child element.}
1554 \lineii{elem.keys()}{Returns list of attribute names.}
1555 \lineii{elem.get(name)}{Returns value of attribute \var{name}.}
1556 \lineii{elem.set(name, value)}{Sets new value for attribute \var{name}.}
1557 \lineii{elem.attrib}{Retrieves the dictionary containing attributes.}
1558 \lineii{del elem.attrib[name]}{Deletes attribute \var{name}.}
1559\end{tableii}
1560
1561Comments and processing instructions are also represented as
1562\class{Element} nodes. To check if a node is a comment or processing
1563instructions:
1564
1565\begin{verbatim}
1566if elem.tag is ET.Comment:
1567 ...
1568elif elem.tag is ET.ProcessingInstruction:
1569 ...
1570\end{verbatim}
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001571
1572To generate XML output, you should call the
1573\method{ElementTree.write()} method. Like \function{parse()},
1574it can take either a string or a file-like object:
1575
1576\begin{verbatim}
1577# Encoding is US-ASCII
1578tree.write('output.xml')
1579
1580# Encoding is UTF-8
1581f = open('output.xml', 'w')
1582tree.write(f, 'utf-8')
1583\end{verbatim}
1584
1585(Caution: the default encoding used for output is ASCII, which isn't
1586very useful for general XML work, raising an exception if there are
1587any characters with values greater than 127. You should always
1588specify a different encoding such as UTF-8 that can handle any Unicode
1589character.)
1590
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001591This section is only a partial description of the ElementTree interfaces.
1592Please read the package's official documentation for more details.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001593
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001594\begin{seealso}
1595
1596\seeurl{http://effbot.org/zone/element-index.htm}
1597{Official documentation for ElementTree.}
1598
1599
1600\end{seealso}
1601
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001602
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001603%======================================================================
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001604\subsection{The hashlib package}
1605
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001606A new \module{hashlib} module, written by Gregory P. Smith,
1607has been added to replace the
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001608\module{md5} and \module{sha} modules. \module{hashlib} adds support
1609for additional secure hashes (SHA-224, SHA-256, SHA-384, and SHA-512).
1610When available, the module uses OpenSSL for fast platform optimized
1611implementations of algorithms.
1612
1613The old \module{md5} and \module{sha} modules still exist as wrappers
1614around hashlib to preserve backwards compatibility. The new module's
1615interface is very close to that of the old modules, but not identical.
1616The most significant difference is that the constructor functions
1617for creating new hashing objects are named differently.
1618
1619\begin{verbatim}
1620# Old versions
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001621h = md5.md5()
1622h = md5.new()
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001623
1624# New version
1625h = hashlib.md5()
1626
1627# Old versions
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001628h = sha.sha()
1629h = sha.new()
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001630
1631# New version
1632h = hashlib.sha1()
1633
1634# Hash that weren't previously available
1635h = hashlib.sha224()
1636h = hashlib.sha256()
1637h = hashlib.sha384()
1638h = hashlib.sha512()
1639
1640# Alternative form
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001641h = hashlib.new('md5') # Provide algorithm as a string
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001642\end{verbatim}
1643
1644Once a hash object has been created, its methods are the same as before:
1645\method{update(\var{string})} hashes the specified string into the
1646current digest state, \method{digest()} and \method{hexdigest()}
1647return the digest value as a binary string or a string of hex digits,
1648and \method{copy()} returns a new hashing object with the same digest state.
1649
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001650
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001651%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001652\subsection{The sqlite3 package}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001653
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001654The pysqlite module (\url{http://www.pysqlite.org}), a wrapper for the
1655SQLite embedded database, has been added to the standard library under
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001656the package name \module{sqlite3}.
1657
1658SQLite is a C library that provides a SQL-language database that
1659stores data in disk files without requiring a separate server process.
1660pysqlite was written by Gerhard H\"aring and provides a SQL interface
1661compliant with the DB-API 2.0 specification described by
1662\pep{249}. This means that it should be possible to write the first
1663version of your applications using SQLite for data storage. If
1664switching to a larger database such as PostgreSQL or Oracle is
1665later necessary, the switch should be relatively easy.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001666
1667If you're compiling the Python source yourself, note that the source
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001668tree doesn't include the SQLite code, only the wrapper module.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001669You'll need to have the SQLite libraries and headers installed before
1670compiling Python, and the build process will compile the module when
1671the necessary headers are available.
1672
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001673To use the module, you must first create a \class{Connection} object
1674that represents the database. Here the data will be stored in the
1675\file{/tmp/example} file:
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001676
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001677\begin{verbatim}
1678conn = sqlite3.connect('/tmp/example')
1679\end{verbatim}
1680
1681You can also supply the special name \samp{:memory:} to create
1682a database in RAM.
1683
1684Once you have a \class{Connection}, you can create a \class{Cursor}
1685object and call its \method{execute()} method to perform SQL commands:
1686
1687\begin{verbatim}
1688c = conn.cursor()
1689
1690# Create table
1691c.execute('''create table stocks
1692(date timestamp, trans varchar, symbol varchar,
1693 qty decimal, price decimal)''')
1694
1695# Insert a row of data
1696c.execute("""insert into stocks
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001697 values ('2006-01-05','BUY','RHAT',100,35.14)""")
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001698\end{verbatim}
1699
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001700Usually your SQL operations will need to use values from Python
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001701variables. You shouldn't assemble your query using Python's string
1702operations because doing so is insecure; it makes your program
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001703vulnerable to an SQL injection attack.
1704
1705Instead, use SQLite's parameter substitution. Put \samp{?} as a
1706placeholder wherever you want to use a value, and then provide a tuple
1707of values as the second argument to the cursor's \method{execute()}
1708method. For example:
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001709
1710\begin{verbatim}
1711# Never do this -- insecure!
1712symbol = 'IBM'
1713c.execute("... where symbol = '%s'" % symbol)
1714
1715# Do this instead
1716t = (symbol,)
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001717c.execute('select * from stocks where symbol=?', ('IBM',))
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001718
1719# Larger example
1720for t in (('2006-03-28', 'BUY', 'IBM', 1000, 45.00),
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001721 ('2006-04-05', 'BUY', 'MSOFT', 1000, 72.00),
1722 ('2006-04-06', 'SELL', 'IBM', 500, 53.00),
1723 ):
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001724 c.execute('insert into stocks values (?,?,?,?,?)', t)
1725\end{verbatim}
1726
1727To retrieve data after executing a SELECT statement, you can either
1728treat the cursor as an iterator, call the cursor's \method{fetchone()}
1729method to retrieve a single matching row,
1730or call \method{fetchall()} to get a list of the matching rows.
1731
1732This example uses the iterator form:
1733
1734\begin{verbatim}
1735>>> c = conn.cursor()
1736>>> c.execute('select * from stocks order by price')
1737>>> for row in c:
1738... print row
1739...
1740(u'2006-01-05', u'BUY', u'RHAT', 100, 35.140000000000001)
1741(u'2006-03-28', u'BUY', u'IBM', 1000, 45.0)
1742(u'2006-04-06', u'SELL', u'IBM', 500, 53.0)
1743(u'2006-04-05', u'BUY', u'MSOFT', 1000, 72.0)
1744>>>
1745\end{verbatim}
1746
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001747For more information about the SQL dialect supported by SQLite, see
1748\url{http://www.sqlite.org}.
1749
1750\begin{seealso}
1751
1752\seeurl{http://www.pysqlite.org}
1753{The pysqlite web page.}
1754
1755\seeurl{http://www.sqlite.org}
1756{The SQLite web page; the documentation describes the syntax and the
1757available data types for the supported SQL dialect.}
1758
1759\seepep{249}{Database API Specification 2.0}{PEP written by
1760Marc-Andr\'e Lemburg.}
1761
1762\end{seealso}
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001763
Fred Drake2db76802004-12-01 05:05:47 +00001764
1765% ======================================================================
1766\section{Build and C API Changes}
1767
1768Changes to Python's build process and to the C API include:
1769
1770\begin{itemize}
1771
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001772\item The largest change to the C API came from \pep{353},
1773which modifies the interpreter to use a \ctype{Py_ssize_t} type
1774definition instead of \ctype{int}. See the earlier
1775section~ref{section-353} for a discussion of this change.
1776
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001777\item The design of the bytecode compiler has changed a great deal, to
1778no longer generate bytecode by traversing the parse tree. Instead
Andrew M. Kuchlingdb85ed52005-10-23 21:52:59 +00001779the parse tree is converted to an abstract syntax tree (or AST), and it is
1780the abstract syntax tree that's traversed to produce the bytecode.
1781
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001782It's possible for Python code to obtain AST objects by using the
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001783\function{compile()} built-in and specifying \code{_ast.PyCF_ONLY_AST}
1784as the value of the
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001785\var{flags} parameter:
1786
1787\begin{verbatim}
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001788from _ast import PyCF_ONLY_AST
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001789ast = compile("""a=0
1790for i in range(10):
1791 a += i
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001792""", "<string>", 'exec', PyCF_ONLY_AST)
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001793
1794assignment = ast.body[0]
1795for_loop = ast.body[1]
1796\end{verbatim}
1797
Andrew M. Kuchlingdb85ed52005-10-23 21:52:59 +00001798No documentation has been written for the AST code yet. To start
1799learning about it, read the definition of the various AST nodes in
1800\file{Parser/Python.asdl}. A Python script reads this file and
1801generates a set of C structure definitions in
1802\file{Include/Python-ast.h}. The \cfunction{PyParser_ASTFromString()}
1803and \cfunction{PyParser_ASTFromFile()}, defined in
1804\file{Include/pythonrun.h}, take Python source as input and return the
1805root of an AST representing the contents. This AST can then be turned
1806into a code object by \cfunction{PyAST_Compile()}. For more
1807information, read the source code, and then ask questions on
1808python-dev.
1809
1810% List of names taken from Jeremy's python-dev post at
1811% http://mail.python.org/pipermail/python-dev/2005-October/057500.html
1812The AST code was developed under Jeremy Hylton's management, and
1813implemented by (in alphabetical order) Brett Cannon, Nick Coghlan,
1814Grant Edwards, John Ehresman, Kurt Kaiser, Neal Norwitz, Tim Peters,
1815Armin Rigo, and Neil Schemenauer, plus the participants in a number of
1816AST sprints at conferences such as PyCon.
1817
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001818\item The built-in set types now have an official C API. Call
1819\cfunction{PySet_New()} and \cfunction{PyFrozenSet_New()} to create a
1820new set, \cfunction{PySet_Add()} and \cfunction{PySet_Discard()} to
1821add and remove elements, and \cfunction{PySet_Contains} and
1822\cfunction{PySet_Size} to examine the set's state.
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001823(Contributed by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001824
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001825\item C code can now obtain information about the exact revision
1826of the Python interpreter by calling the
1827\cfunction{Py_GetBuildInfo()} function that returns a
1828string of build information like this:
1829\code{"trunk:45355:45356M, Apr 13 2006, 07:42:19"}.
1830(Contributed by Barry Warsaw.)
1831
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001832\item The CPython interpreter is still written in C, but
1833the code can now be compiled with a {\Cpp} compiler without errors.
1834(Implemented by Anthony Baxter, Martin von~L\"owis, Skip Montanaro.)
1835
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001836\item The \cfunction{PyRange_New()} function was removed. It was
1837never documented, never used in the core code, and had dangerously lax
1838error checking.
Fred Drake2db76802004-12-01 05:05:47 +00001839
1840\end{itemize}
1841
1842
1843%======================================================================
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001844\subsection{Port-Specific Changes}
Fred Drake2db76802004-12-01 05:05:47 +00001845
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001846\begin{itemize}
1847
1848\item MacOS X (10.3 and higher): dynamic loading of modules
1849now uses the \cfunction{dlopen()} function instead of MacOS-specific
1850functions.
1851
1852\end{itemize}
Fred Drake2db76802004-12-01 05:05:47 +00001853
1854
1855%======================================================================
1856\section{Other Changes and Fixes \label{section-other}}
1857
1858As usual, there were a bunch of other improvements and bugfixes
Andrew M. Kuchlingf688cc52006-03-10 18:50:08 +00001859scattered throughout the source tree. A search through the SVN change
Fred Drake2db76802004-12-01 05:05:47 +00001860logs finds there were XXX patches applied and YYY bugs fixed between
Andrew M. Kuchling92e24952004-12-03 13:54:09 +00001861Python 2.4 and 2.5. Both figures are likely to be underestimates.
Fred Drake2db76802004-12-01 05:05:47 +00001862
1863Some of the more notable changes are:
1864
1865\begin{itemize}
1866
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001867\item Evan Jones's patch to obmalloc, first described in a talk
1868at PyCon DC 2005, was applied. Python 2.4 allocated small objects in
1869256K-sized arenas, but never freed arenas. With this patch, Python
1870will free arenas when they're empty. The net effect is that on some
1871platforms, when you allocate many objects, Python's memory usage may
1872actually drop when you delete them, and the memory may be returned to
1873the operating system. (Implemented by Evan Jones, and reworked by Tim
1874Peters.)
Fred Drake2db76802004-12-01 05:05:47 +00001875
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001876Note that this change means extension modules need to be more careful
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001877with how they allocate memory. Python's API has many different
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001878functions for allocating memory that are grouped into families. For
1879example, \cfunction{PyMem_Malloc()}, \cfunction{PyMem_Realloc()}, and
1880\cfunction{PyMem_Free()} are one family that allocates raw memory,
1881while \cfunction{PyObject_Malloc()}, \cfunction{PyObject_Realloc()},
1882and \cfunction{PyObject_Free()} are another family that's supposed to
1883be used for creating Python objects.
1884
1885Previously these different families all reduced to the platform's
1886\cfunction{malloc()} and \cfunction{free()} functions. This meant
1887it didn't matter if you got things wrong and allocated memory with the
1888\cfunction{PyMem} function but freed it with the \cfunction{PyObject}
1889function. With the obmalloc change, these families now do different
1890things, and mismatches will probably result in a segfault. You should
1891carefully test your C extension modules with Python 2.5.
1892
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001893\item Coverity, a company that markets a source code analysis tool
1894 called Prevent, provided the results of their examination of the Python
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001895 source code. The analysis found about 60 bugs that
1896 were quickly fixed. Many of the bugs were refcounting problems, often
1897 occurring in error-handling code. See
1898 \url{http://scan.coverity.com} for the statistics.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001899
Fred Drake2db76802004-12-01 05:05:47 +00001900\end{itemize}
1901
1902
1903%======================================================================
1904\section{Porting to Python 2.5}
1905
1906This section lists previously described changes that may require
1907changes to your code:
1908
1909\begin{itemize}
1910
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001911\item ASCII is now the default encoding for modules. It's now
1912a syntax error if a module contains string literals with 8-bit
1913characters but doesn't have an encoding declaration. In Python 2.4
1914this triggered a warning, not a syntax error.
1915
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +00001916\item The \module{pickle} module no longer uses the deprecated \var{bin} parameter.
Fred Drake2db76802004-12-01 05:05:47 +00001917
Andrew M. Kuchling3b4fb042006-04-13 12:49:39 +00001918\item Previously, the \member{gi_frame} attribute of a generator
1919was always a frame object. Because of the \pep{342} changes
1920described in section~\ref{section-generators}, it's now possible
1921for \member{gi_frame} to be \code{None}.
1922
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001923\item C API: Many functions now use \ctype{Py_ssize_t}
1924instead of \ctype{int} to allow processing more data
1925on 64-bit machines. Extension code may need to make
1926the same change to avoid warnings and to support 64-bit machines.
1927See the earlier
1928section~ref{section-353} for a discussion of this change.
1929
1930\item C API:
1931The obmalloc changes mean that
1932you must be careful to not mix usage
1933of the \cfunction{PyMem_*()} and \cfunction{PyObject_*()}
1934families of functions. Memory allocated with
1935one family's \cfunction{*_Malloc()} must be
1936freed with the corresponding family's \cfunction{*_Free()} function.
1937
Fred Drake2db76802004-12-01 05:05:47 +00001938\end{itemize}
1939
1940
1941%======================================================================
1942\section{Acknowledgements \label{acks}}
1943
1944The author would like to thank the following people for offering
1945suggestions, corrections and assistance with various drafts of this
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001946article: Martin von~L\"owis, Mike Rovner, Thomas Wouters.
Fred Drake2db76802004-12-01 05:05:47 +00001947
1948\end{document}