blob: ebb021c0270a48cc39e0152972c3b7810ef930ed [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. Kuchling075e0232006-04-11 13:14:56 +00006% Stateful codec changes
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00007% Fix XXX comments
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00008% Count up the patches and bugs
Fred Drake2db76802004-12-01 05:05:47 +00009
10\title{What's New in Python 2.5}
Andrew M. Kuchling2cdb23e2006-04-05 13:59:01 +000011\release{0.1}
Andrew M. Kuchling92e24952004-12-03 13:54:09 +000012\author{A.M. Kuchling}
13\authoraddress{\email{amk@amk.ca}}
Fred Drake2db76802004-12-01 05:05:47 +000014
15\begin{document}
16\maketitle
17\tableofcontents
18
19This article explains the new features in Python 2.5. No release date
Andrew M. Kuchling5eefdca2006-02-08 11:36:09 +000020for Python 2.5 has been set; it will probably be released in the
Andrew M. Kuchlingd96a6ac2006-04-04 19:17:34 +000021autumn of 2006. \pep{356} describes the planned release schedule.
Fred Drake2db76802004-12-01 05:05:47 +000022
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +000023(This is still an early draft, and some sections are still skeletal or
24completely missing. Comments on the present material will still be
25welcomed.)
26
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
50supplying the \programopt{--sign} and
51\programopt{--identity} options.
52
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
795\begin{comment}
796% XXX should I give the code, or is the above explanation sufficient?
797\pep{343} shows the code generated for a \keyword{with} statement. A
798statement such as:
799
800\begin{verbatim}
801with EXPR as VAR:
802 BLOCK
803\end{verbatim}
804
805is translated into:
806
807\begin{verbatim}
808ctx = (EXPR).__context__()
809exit = ctx.__exit__ # Not calling it yet
810value = ctx.__enter__()
811exc = True
812try:
813 try:
814 VAR = value # Only if "as VAR" is present
815 BLOCK
816 except:
817 # The exceptional case is handled here
818 exc = False
819 if not exit(*sys.exc_info()):
820 raise
821finally:
822 # The normal and non-local-goto cases are handled here
823 if exc:
824 exit(None, None, None)
825\end{verbatim}
826\end{comment}
827
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000828\subsection{The contextlib module\label{module-contextlib}}
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000829
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000830The new \module{contextlib} module provides some functions and a
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000831decorator that are useful for writing context managers.
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +0000832
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000833The decorator is called \function{contextmanager}, and lets you write
834a simple context manager as a generator. The generator should yield
835exactly one value. The code up to the \keyword{yield} will be
836executed as the \method{__enter__()} method, and the value yielded
837will be the method's return value that will get bound to the variable
838in the \keyword{with} statement's \keyword{as} clause, if any. The
839code after the \keyword{yield} will be executed in the
840\method{__exit__()} method. Any exception raised in the block
841will be raised by the \keyword{yield} statement.
842
843Our database example from the previous section could be written
844using this decorator as:
845
846\begin{verbatim}
847from contextlib import contextmanager
848
849@contextmanager
850def db_transaction (connection):
851 cursor = connection.cursor()
852 try:
853 yield cursor
854 except:
855 connection.rollback()
856 raise
857 else:
858 connection.commit()
859
860db = DatabaseConnection()
861with db_transaction(db) as cursor:
862 ...
863\end{verbatim}
864
865There's a \function{nested(\var{mgr1}, \var{mgr2}, ...)} manager that
866combines a number of context managers so you don't need to write
867nested \keyword{with} statements. This example
868both uses a database transaction and also acquires a thread lock:
869
870\begin{verbatim}
871lock = threading.Lock()
872with nested (db_transaction(db), lock) as (cursor, locked):
873 ...
874\end{verbatim}
875
876Finally, the \function{closing(\var{object})} context manager
877returns \var{object} so that it can be bound to a variable,
878and calls \code{\var{object}.close()} at the end of the block.
879
880\begin{verbatim}
881with closing(open('/tmp/file', 'r')) as f:
882 for line in f:
883 ...
884\end{verbatim}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000885
886\begin{seealso}
887
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +0000888\seepep{343}{The ``with'' statement}{PEP written by Guido van Rossum
889and Nick Coghlan; implemented by Mike Bland, Guido van Rossum, and
890Neal Norwitz. The PEP shows the code generated for a \keyword{with}
891statement, which can be helpful in learning how context managers
892work.}
893
894\seeurl{../lib/module-contextlib.html}{The documentation
895for the \module{contextlib} module.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000896
897\end{seealso}
898
Andrew M. Kuchling437567c2006-03-07 20:48:55 +0000899
900%======================================================================
Andrew M. Kuchling8f4d2552006-03-08 01:50:20 +0000901\section{PEP 352: Exceptions as New-Style Classes}
902
Andrew M. Kuchling38f85072006-04-02 01:46:32 +0000903Exception classes can now be new-style classes, not just classic
904classes, and the built-in \exception{Exception} class and all the
905standard built-in exceptions (\exception{NameError},
906\exception{ValueError}, etc.) are now new-style classes.
Andrew M. Kuchlingaeadf952006-03-09 19:06:05 +0000907
908The inheritance hierarchy for exceptions has been rearranged a bit.
909In 2.5, the inheritance relationships are:
910
911\begin{verbatim}
912BaseException # New in Python 2.5
913|- KeyboardInterrupt
914|- SystemExit
915|- Exception
916 |- (all other current built-in exceptions)
917\end{verbatim}
918
919This rearrangement was done because people often want to catch all
920exceptions that indicate program errors. \exception{KeyboardInterrupt} and
921\exception{SystemExit} aren't errors, though, and usually represent an explicit
922action such as the user hitting Control-C or code calling
923\function{sys.exit()}. A bare \code{except:} will catch all exceptions,
924so you commonly need to list \exception{KeyboardInterrupt} and
925\exception{SystemExit} in order to re-raise them. The usual pattern is:
926
927\begin{verbatim}
928try:
929 ...
930except (KeyboardInterrupt, SystemExit):
931 raise
932except:
933 # Log error...
934 # Continue running program...
935\end{verbatim}
936
937In Python 2.5, you can now write \code{except Exception} to achieve
938the same result, catching all the exceptions that usually indicate errors
939but leaving \exception{KeyboardInterrupt} and
940\exception{SystemExit} alone. As in previous versions,
941a bare \code{except:} still catches all exceptions.
942
943The goal for Python 3.0 is to require any class raised as an exception
944to derive from \exception{BaseException} or some descendant of
945\exception{BaseException}, and future releases in the
946Python 2.x series may begin to enforce this constraint. Therefore, I
947suggest you begin making all your exception classes derive from
948\exception{Exception} now. It's been suggested that the bare
949\code{except:} form should be removed in Python 3.0, but Guido van~Rossum
950hasn't decided whether to do this or not.
951
952Raising of strings as exceptions, as in the statement \code{raise
953"Error occurred"}, is deprecated in Python 2.5 and will trigger a
954warning. The aim is to be able to remove the string-exception feature
955in a few releases.
956
957
958\begin{seealso}
959
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000960\seepep{352}{Required Superclass for Exceptions}{PEP written by
Andrew M. Kuchlingaeadf952006-03-09 19:06:05 +0000961Brett Cannon and Guido van Rossum; implemented by Brett Cannon.}
962
963\end{seealso}
Andrew M. Kuchling8f4d2552006-03-08 01:50:20 +0000964
965
966%======================================================================
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000967\section{PEP 353: Using ssize_t as the index type\label{section-353}}
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +0000968
969A wide-ranging change to Python's C API, using a new
970\ctype{Py_ssize_t} type definition instead of \ctype{int},
971will permit the interpreter to handle more data on 64-bit platforms.
972This change doesn't affect Python's capacity on 32-bit platforms.
973
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +0000974Various pieces of the Python interpreter used C's \ctype{int} type to
975store sizes or counts; for example, the number of items in a list or
976tuple were stored in an \ctype{int}. The C compilers for most 64-bit
977platforms still define \ctype{int} as a 32-bit type, so that meant
978that lists could only hold up to \code{2**31 - 1} = 2147483647 items.
979(There are actually a few different programming models that 64-bit C
980compilers can use -- see
981\url{http://www.unix.org/version2/whatsnew/lp64_wp.html} for a
982discussion -- but the most commonly available model leaves \ctype{int}
983as 32 bits.)
984
985A limit of 2147483647 items doesn't really matter on a 32-bit platform
986because you'll run out of memory before hitting the length limit.
987Each list item requires space for a pointer, which is 4 bytes, plus
988space for a \ctype{PyObject} representing the item. 2147483647*4 is
989already more bytes than a 32-bit address space can contain.
990
991It's possible to address that much memory on a 64-bit platform,
992however. The pointers for a list that size would only require 16GiB
993of space, so it's not unreasonable that Python programmers might
994construct lists that large. Therefore, the Python interpreter had to
995be changed to use some type other than \ctype{int}, and this will be a
99664-bit type on 64-bit platforms. The change will cause
997incompatibilities on 64-bit machines, so it was deemed worth making
998the transition now, while the number of 64-bit users is still
999relatively small. (In 5 or 10 years, we may \emph{all} be on 64-bit
1000machines, and the transition would be more painful then.)
1001
1002This change most strongly affects authors of C extension modules.
1003Python strings and container types such as lists and tuples
1004now use \ctype{Py_ssize_t} to store their size.
1005Functions such as \cfunction{PyList_Size()}
1006now return \ctype{Py_ssize_t}. Code in extension modules
1007may therefore need to have some variables changed to
1008\ctype{Py_ssize_t}.
1009
1010The \cfunction{PyArg_ParseTuple()} and \cfunction{Py_BuildValue()} functions
1011have a new conversion code, \samp{n}, for \ctype{Py_ssize_t}.
Andrew M. Kuchlinga4d651f2006-04-06 13:24:58 +00001012\cfunction{PyArg_ParseTuple()}'s \samp{s\#} and \samp{t\#} still output
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001013\ctype{int} by default, but you can define the macro
1014\csimplemacro{PY_SSIZE_T_CLEAN} before including \file{Python.h}
1015to make them return \ctype{Py_ssize_t}.
1016
1017\pep{353} has a section on conversion guidelines that
1018extension authors should read to learn about supporting 64-bit
1019platforms.
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +00001020
1021\begin{seealso}
1022
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001023\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 +00001024
1025\end{seealso}
1026
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001027
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +00001028%======================================================================
Andrew M. Kuchling437567c2006-03-07 20:48:55 +00001029\section{PEP 357: The '__index__' method}
1030
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001031The NumPy developers had a problem that could only be solved by adding
1032a new special method, \method{__index__}. When using slice notation,
Fred Drake1c0e3282006-04-02 03:30:06 +00001033as in \code{[\var{start}:\var{stop}:\var{step}]}, the values of the
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001034\var{start}, \var{stop}, and \var{step} indexes must all be either
1035integers or long integers. NumPy defines a variety of specialized
1036integer types corresponding to unsigned and signed integers of 8, 16,
103732, and 64 bits, but there was no way to signal that these types could
1038be used as slice indexes.
1039
1040Slicing can't just use the existing \method{__int__} method because
1041that method is also used to implement coercion to integers. If
1042slicing used \method{__int__}, floating-point numbers would also
1043become legal slice indexes and that's clearly an undesirable
1044behaviour.
1045
1046Instead, a new special method called \method{__index__} was added. It
1047takes no arguments and returns an integer giving the slice index to
1048use. For example:
1049
1050\begin{verbatim}
1051class C:
1052 def __index__ (self):
1053 return self.value
1054\end{verbatim}
1055
1056The return value must be either a Python integer or long integer.
1057The interpreter will check that the type returned is correct, and
1058raises a \exception{TypeError} if this requirement isn't met.
1059
1060A corresponding \member{nb_index} slot was added to the C-level
1061\ctype{PyNumberMethods} structure to let C extensions implement this
1062protocol. \cfunction{PyNumber_Index(\var{obj})} can be used in
1063extension code to call the \method{__index__} function and retrieve
1064its result.
1065
1066\begin{seealso}
1067
1068\seepep{357}{Allowing Any Object to be Used for Slicing}{PEP written
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +00001069and implemented by Travis Oliphant.}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001070
1071\end{seealso}
Andrew M. Kuchling437567c2006-03-07 20:48:55 +00001072
1073
1074%======================================================================
Fred Drake2db76802004-12-01 05:05:47 +00001075\section{Other Language Changes}
1076
1077Here are all of the changes that Python 2.5 makes to the core Python
1078language.
1079
1080\begin{itemize}
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001081
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001082\item The \class{dict} type has a new hook for letting subclasses
1083provide a default value when a key isn't contained in the dictionary.
1084When a key isn't found, the dictionary's
1085\method{__missing__(\var{key})}
1086method will be called. This hook is used to implement
1087the new \class{defaultdict} class in the \module{collections}
1088module. The following example defines a dictionary
1089that returns zero for any missing key:
1090
1091\begin{verbatim}
1092class zerodict (dict):
1093 def __missing__ (self, key):
1094 return 0
1095
1096d = zerodict({1:1, 2:2})
1097print d[1], d[2] # Prints 1, 2
1098print d[3], d[4] # Prints 0, 0
1099\end{verbatim}
1100
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001101\item The \function{min()} and \function{max()} built-in functions
1102gained a \code{key} keyword argument analogous to the \code{key}
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001103argument for \method{sort()}. This argument supplies a function that
1104takes a single argument and is called for every value in the list;
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001105\function{min()}/\function{max()} will return the element with the
1106smallest/largest return value from this function.
1107For example, to find the longest string in a list, you can do:
1108
1109\begin{verbatim}
1110L = ['medium', 'longest', 'short']
1111# Prints 'longest'
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001112print max(L, key=len)
Andrew M. Kuchling1cae3f52004-12-03 14:57:21 +00001113# Prints 'short', because lexicographically 'short' has the largest value
1114print max(L)
1115\end{verbatim}
1116
1117(Contributed by Steven Bethard and Raymond Hettinger.)
Fred Drake2db76802004-12-01 05:05:47 +00001118
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001119\item Two new built-in functions, \function{any()} and
1120\function{all()}, evaluate whether an iterator contains any true or
1121false values. \function{any()} returns \constant{True} if any value
1122returned by the iterator is true; otherwise it will return
1123\constant{False}. \function{all()} returns \constant{True} only if
1124all of the values returned by the iterator evaluate as being true.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001125(Suggested by GvR, and implemented by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001126
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001127\item ASCII is now the default encoding for modules. It's now
1128a syntax error if a module contains string literals with 8-bit
1129characters but doesn't have an encoding declaration. In Python 2.4
1130this triggered a warning, not a syntax error. See \pep{263}
1131for how to declare a module's encoding; for example, you might add
1132a line like this near the top of the source file:
1133
1134\begin{verbatim}
1135# -*- coding: latin1 -*-
1136\end{verbatim}
1137
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001138\item The list of base classes in a class definition can now be empty.
1139As an example, this is now legal:
1140
1141\begin{verbatim}
1142class C():
1143 pass
1144\end{verbatim}
1145(Implemented by Brett Cannon.)
1146
Fred Drake2db76802004-12-01 05:05:47 +00001147\end{itemize}
1148
1149
1150%======================================================================
Andrew M. Kuchlingda376042006-03-17 15:56:41 +00001151\subsection{Interactive Interpreter Changes}
1152
1153In the interactive interpreter, \code{quit} and \code{exit}
1154have long been strings so that new users get a somewhat helpful message
1155when they try to quit:
1156
1157\begin{verbatim}
1158>>> quit
1159'Use Ctrl-D (i.e. EOF) to exit.'
1160\end{verbatim}
1161
1162In Python 2.5, \code{quit} and \code{exit} are now objects that still
1163produce string representations of themselves, but are also callable.
1164Newbies who try \code{quit()} or \code{exit()} will now exit the
1165interpreter as they expect. (Implemented by Georg Brandl.)
1166
1167
1168%======================================================================
Fred Drake2db76802004-12-01 05:05:47 +00001169\subsection{Optimizations}
1170
1171\begin{itemize}
1172
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001173\item When they were introduced
1174in Python 2.4, the built-in \class{set} and \class{frozenset} types
1175were built on top of Python's dictionary type.
1176In 2.5 the internal data structure has been customized for implementing sets,
1177and as a result sets will use a third less memory and are somewhat faster.
1178(Implemented by Raymond Hettinger.)
Fred Drake2db76802004-12-01 05:05:47 +00001179
Andrew M. Kuchling45bb98e2006-04-16 19:53:27 +00001180\item The performance of some Unicode operations, such as
1181character map decoding, has been improved.
1182% Patch 1313939
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001183
1184\item The code generator's peephole optimizer now performs
1185simple constant folding in expressions. If you write something like
1186\code{a = 2+3}, the code generator will do the arithmetic and produce
1187code corresponding to \code{a = 5}.
1188
Fred Drake2db76802004-12-01 05:05:47 +00001189\end{itemize}
1190
1191The net result of the 2.5 optimizations is that Python 2.5 runs the
Andrew M. Kuchling9c67ee02006-04-04 19:07:27 +00001192pystone benchmark around XXX\% faster than Python 2.4.
Fred Drake2db76802004-12-01 05:05:47 +00001193
1194
1195%======================================================================
1196\section{New, Improved, and Deprecated Modules}
1197
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +00001198The standard library received many enhancements and bug fixes in
1199Python 2.5. Here's a partial list of the most notable changes, sorted
1200alphabetically by module name. Consult the \file{Misc/NEWS} file in
1201the source tree for a more complete list of changes, or look through
1202the SVN logs for all the details.
Fred Drake2db76802004-12-01 05:05:47 +00001203
1204\begin{itemize}
1205
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001206% the cPickle module no longer accepts the deprecated None option in the
1207% args tuple returned by __reduce__().
1208
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001209% XXX csv module improvements
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001210
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001211% XXX datetime.datetime() now has a strptime class method which can be used to
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001212% create datetime object using a string and format.
1213
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001214% XXX fileinput: opening hook used to control how files are opened.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001215% .input() now has a mode parameter
1216% now has a fileno() function
1217% accepts Unicode filenames
1218
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001219\item The \module{audioop} module now supports the a-LAW encoding,
1220and the code for u-LAW encoding has been improved. (Contributed by
1221Lars Immisch.)
1222
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001223\item The \module{collections} module gained a new type,
1224\class{defaultdict}, that subclasses the standard \class{dict}
1225type. The new type mostly behaves like a dictionary but constructs a
1226default value when a key isn't present, automatically adding it to the
1227dictionary for the requested key value.
1228
1229The first argument to \class{defaultdict}'s constructor is a factory
1230function that gets called whenever a key is requested but not found.
1231This factory function receives no arguments, so you can use built-in
1232type constructors such as \function{list()} or \function{int()}. For
1233example,
1234you can make an index of words based on their initial letter like this:
1235
1236\begin{verbatim}
1237words = """Nel mezzo del cammin di nostra vita
1238mi ritrovai per una selva oscura
1239che la diritta via era smarrita""".lower().split()
1240
1241index = defaultdict(list)
1242
1243for w in words:
1244 init_letter = w[0]
1245 index[init_letter].append(w)
1246\end{verbatim}
1247
1248Printing \code{index} results in the following output:
1249
1250\begin{verbatim}
1251defaultdict(<type 'list'>, {'c': ['cammin', 'che'], 'e': ['era'],
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001252 'd': ['del', 'di', 'diritta'], 'm': ['mezzo', 'mi'],
1253 'l': ['la'], 'o': ['oscura'], 'n': ['nel', 'nostra'],
1254 'p': ['per'], 's': ['selva', 'smarrita'],
1255 'r': ['ritrovai'], 'u': ['una'], 'v': ['vita', 'via']}
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001256\end{verbatim}
1257
1258The \class{deque} double-ended queue type supplied by the
1259\module{collections} module now has a \method{remove(\var{value})}
1260method that removes the first occurrence of \var{value} in the queue,
1261raising \exception{ValueError} if the value isn't found.
1262
Andrew M. Kuchlingde0a23f2006-04-16 18:45:11 +00001263\item The \module{contextlib} module contains helper functions for use
1264with the new \keyword{with} statement. See section~\ref{module-contextlib}
1265for more about this module. (Contributed by Phillip J. Eby.)
1266
Andrew M. Kuchlingc7095842006-04-14 12:41:19 +00001267\item The \module{cProfile} module is a C implementation of
1268the existing \module{profile} module that has much lower overhead.
1269The module's interface is the same as \module{profile}: you run
1270\code{cProfile.run('main()')} to profile a function, can save profile
1271data to a file, etc. It's not yet known if the Hotshot profiler,
1272which is also written in C but doesn't match the \module{profile}
1273module's interface, will continue to be maintained in future versions
1274of Python. (Contributed by Armin Rigo.)
1275
Andrew M. Kuchlingda376042006-03-17 15:56:41 +00001276\item In the \module{gc} module, the new \function{get_count()} function
1277returns a 3-tuple containing the current collection counts for the
1278three GC generations. This is accounting information for the garbage
1279collector; when these counts reach a specified threshold, a garbage
1280collection sweep will be made. The existing \function{gc.collect()}
1281function now takes an optional \var{generation} argument of 0, 1, or 2
1282to specify which generation to collect.
1283
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001284\item The \function{nsmallest()} and
1285\function{nlargest()} functions in the \module{heapq} module
1286now support a \code{key} keyword argument similar to the one
1287provided by the \function{min()}/\function{max()} functions
1288and the \method{sort()} methods. For example:
1289Example:
1290
1291\begin{verbatim}
1292>>> import heapq
1293>>> L = ["short", 'medium', 'longest', 'longer still']
1294>>> heapq.nsmallest(2, L) # Return two lowest elements, lexicographically
1295['longer still', 'longest']
1296>>> heapq.nsmallest(2, L, key=len) # Return two shortest elements
1297['short', 'medium']
1298\end{verbatim}
1299
1300(Contributed by Raymond Hettinger.)
1301
Andrew M. Kuchling511a3a82005-03-20 19:52:18 +00001302\item The \function{itertools.islice()} function now accepts
1303\code{None} for the start and step arguments. This makes it more
1304compatible with the attributes of slice objects, so that you can now write
1305the following:
1306
1307\begin{verbatim}
1308s = slice(5) # Create slice object
1309itertools.islice(iterable, s.start, s.stop, s.step)
1310\end{verbatim}
1311
1312(Contributed by Raymond Hettinger.)
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001313
Andrew M. Kuchling75ba2442006-04-14 10:29:55 +00001314\item The \module{nis} module now supports accessing domains other
1315than the system default domain by supplying a \var{domain} argument to
1316the \function{nis.match()} and \function{nis.maps()} functions.
1317(Contributed by Ben Bell.)
1318
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001319\item The \module{operator} module's \function{itemgetter()}
1320and \function{attrgetter()} functions now support multiple fields.
1321A call such as \code{operator.attrgetter('a', 'b')}
1322will return a function
1323that retrieves the \member{a} and \member{b} attributes. Combining
1324this new feature with the \method{sort()} method's \code{key} parameter
1325lets you easily sort lists using multiple fields.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001326(Contributed by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001327
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001328
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001329\item The \module{os} module underwent several changes. The
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001330\member{stat_float_times} variable now defaults to true, meaning that
1331\function{os.stat()} will now return time values as floats. (This
1332doesn't necessarily mean that \function{os.stat()} will return times
1333that are precise to fractions of a second; not all systems support
1334such precision.)
Andrew M. Kuchling3e41b052005-03-01 00:53:46 +00001335
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001336Constants named \member{os.SEEK_SET}, \member{os.SEEK_CUR}, and
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001337\member{os.SEEK_END} have been added; these are the parameters to the
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001338\function{os.lseek()} function. Two new constants for locking are
1339\member{os.O_SHLOCK} and \member{os.O_EXLOCK}.
1340
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001341Two new functions, \function{wait3()} and \function{wait4()}, were
1342added. They're similar the \function{waitpid()} function which waits
1343for a child process to exit and returns a tuple of the process ID and
1344its exit status, but \function{wait3()} and \function{wait4()} return
1345additional information. \function{wait3()} doesn't take a process ID
1346as input, so it waits for any child process to exit and returns a
13473-tuple of \var{process-id}, \var{exit-status}, \var{resource-usage}
1348as returned from the \function{resource.getrusage()} function.
1349\function{wait4(\var{pid})} does take a process ID.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001350(Contributed by Chad J. Schroeder.)
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001351
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001352On FreeBSD, the \function{os.stat()} function now returns
1353times with nanosecond resolution, and the returned object
1354now has \member{st_gen} and \member{st_birthtime}.
1355The \member{st_flags} member is also available, if the platform supports it.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001356(Contributed by Antti Louko and Diego Petten\`o.)
1357% (Patch 1180695, 1212117)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001358
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001359\item The old \module{regex} and \module{regsub} modules, which have been
1360deprecated ever since Python 2.0, have finally been deleted.
Andrew M. Kuchlingf4b06602006-03-17 15:39:52 +00001361Other deleted modules: \module{statcache}, \module{tzparse},
1362\module{whrandom}.
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001363
1364\item The \file{lib-old} directory,
1365which includes ancient modules such as \module{dircmp} and
1366\module{ni}, was also deleted. \file{lib-old} wasn't on the default
1367\code{sys.path}, so unless your programs explicitly added the directory to
1368\code{sys.path}, this removal shouldn't affect your code.
1369
Andrew M. Kuchling4678dc82006-01-15 16:11:28 +00001370\item The \module{socket} module now supports \constant{AF_NETLINK}
1371sockets on Linux, thanks to a patch from Philippe Biondi.
1372Netlink sockets are a Linux-specific mechanism for communications
1373between a user-space process and kernel code; an introductory
1374article about them is at \url{http://www.linuxjournal.com/article/7356}.
1375In Python code, netlink addresses are represented as a tuple of 2 integers,
1376\code{(\var{pid}, \var{group_mask})}.
1377
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001378Socket objects also gained accessor methods \method{getfamily()},
1379\method{gettype()}, and \method{getproto()} methods to retrieve the
1380family, type, and protocol values for the socket.
1381
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001382\item New module: \module{spwd} provides functions for accessing the
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001383shadow password database on systems that support it.
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001384% XXX give example
Fred Drake2db76802004-12-01 05:05:47 +00001385
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001386\item The Python developers switched from CVS to Subversion during the 2.5
1387development process. Information about the exact build version is
1388available as the \code{sys.subversion} variable, a 3-tuple
1389of \code{(\var{interpreter-name}, \var{branch-name}, \var{revision-range})}.
1390For example, at the time of writing
1391my copy of 2.5 was reporting \code{('CPython', 'trunk', '45313:45315')}.
1392
1393This information is also available to C extensions via the
1394\cfunction{Py_GetBuildInfo()} function that returns a
1395string of build information like this:
1396\code{"trunk:45355:45356M, Apr 13 2006, 07:42:19"}.
1397(Contributed by Barry Warsaw.)
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001398
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001399\item The \class{TarFile} class in the \module{tarfile} module now has
Georg Brandl08c02db2005-07-22 18:39:19 +00001400an \method{extractall()} method that extracts all members from the
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001401archive into the current working directory. It's also possible to set
1402a different directory as the extraction target, and to unpack only a
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001403subset of the archive's members.
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001404
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001405A tarfile's compression can be autodetected by
1406using the mode \code{'r|*'}.
1407% patch 918101
1408(Contributed by Lars Gust\"abel.)
Gregory P. Smithf21a5f72005-08-21 18:45:59 +00001409
Andrew M. Kuchlingf688cc52006-03-10 18:50:08 +00001410\item The \module{unicodedata} module has been updated to use version 4.1.0
1411of the Unicode character database. Version 3.2.0 is required
1412by some specifications, so it's still available as
1413\member{unicodedata.db_3_2_0}.
1414
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001415% patch #754022: Greatly enhanced webbrowser.py (by Oleg Broytmann).
1416
Fredrik Lundh7e0aef02005-12-12 18:54:55 +00001417
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001418\item The \module{xmlrpclib} module now supports returning
1419 \class{datetime} objects for the XML-RPC date type. Supply
1420 \code{use_datetime=True} to the \function{loads()} function
1421 or the \class{Unmarshaller} class to enable this feature.
Andrew M. Kuchling6e3a66d2006-04-07 12:46:06 +00001422 (Contributed by Skip Montanaro.)
1423% Patch 1120353
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001424
Gregory P. Smithf21a5f72005-08-21 18:45:59 +00001425
Fred Drake114b8ca2005-03-21 05:47:11 +00001426\end{itemize}
Andrew M. Kuchlinge9b1bf42005-03-20 19:26:30 +00001427
Fred Drake2db76802004-12-01 05:05:47 +00001428
1429
1430%======================================================================
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001431% whole new modules get described in subsections here
Fred Drake2db76802004-12-01 05:05:47 +00001432
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001433%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001434\subsection{The ctypes package}
1435
1436The \module{ctypes} package, written by Thomas Heller, has been added
1437to the standard library. \module{ctypes} lets you call arbitrary functions
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001438in shared libraries or DLLs. Long-time users may remember the \module{dl} module, which
1439provides 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 +00001440
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001441To load a shared library or DLL, you must create an instance of the
1442\class{CDLL} class and provide the name or path of the shared library
1443or DLL. Once that's done, you can call arbitrary functions
1444by accessing them as attributes of the \class{CDLL} object.
1445
1446\begin{verbatim}
1447import ctypes
1448
1449libc = ctypes.CDLL('libc.so.6')
1450result = libc.printf("Line of output\n")
1451\end{verbatim}
1452
1453Type constructors for the various C types are provided: \function{c_int},
1454\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
1455to change the wrapped value. Python integers and strings will be automatically
1456converted to the corresponding C types, but for other types you
1457must call the correct type constructor. (And I mean \emph{must};
1458getting it wrong will often result in the interpreter crashing
1459with a segmentation fault.)
1460
1461You 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
1462supposed to be immutable; breaking this rule will cause puzzling bugs. When you need a modifiable memory area,
Neal Norwitz5f5a69b2006-04-13 03:41:04 +00001463use \function{create_string_buffer()}:
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001464
1465\begin{verbatim}
1466s = "this is a string"
1467buf = ctypes.create_string_buffer(s)
1468libc.strfry(buf)
1469\end{verbatim}
1470
1471C functions are assumed to return integers, but you can set
1472the \member{restype} attribute of the function object to
1473change this:
1474
1475\begin{verbatim}
1476>>> libc.atof('2.71828')
1477-1783957616
1478>>> libc.atof.restype = ctypes.c_double
1479>>> libc.atof('2.71828')
14802.71828
1481\end{verbatim}
1482
1483\module{ctypes} also provides a wrapper for Python's C API
1484as the \code{ctypes.pythonapi} object. This object does \emph{not}
1485release the global interpreter lock before calling a function, because the lock must be held when calling into the interpreter's code.
1486There's a \class{py_object()} type constructor that will create a
1487\ctype{PyObject *} pointer. A simple usage:
1488
1489\begin{verbatim}
1490import ctypes
1491
1492d = {}
1493ctypes.pythonapi.PyObject_SetItem(ctypes.py_object(d),
1494 ctypes.py_object("abc"), ctypes.py_object(1))
1495# d is now {'abc', 1}.
1496\end{verbatim}
1497
1498Don't forget to use \class{py_object()}; if it's omitted you end
1499up with a segmentation fault.
1500
1501\module{ctypes} has been around for a while, but people still write
1502and distribution hand-coded extension modules because you can't rely on \module{ctypes} being present.
1503Perhaps developers will begin to write
1504Python wrappers atop a library accessed through \module{ctypes} instead
1505of extension modules, now that \module{ctypes} is included with core Python.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001506
Andrew M. Kuchling28c5f1f2006-04-13 02:04:42 +00001507\begin{seealso}
1508
1509\seeurl{http://starship.python.net/crew/theller/ctypes/}
1510{The ctypes web page, with a tutorial, reference, and FAQ.}
1511
1512\end{seealso}
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001513
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001514
1515%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001516\subsection{The ElementTree package}
1517
1518A subset of Fredrik Lundh's ElementTree library for processing XML has
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001519been added to the standard library as \module{xmlcore.etree}. The
Georg Brandlce27a062006-04-11 06:27:12 +00001520available modules are
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001521\module{ElementTree}, \module{ElementPath}, and
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001522\module{ElementInclude} from ElementTree 1.2.6.
1523The \module{cElementTree} accelerator module is also included.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001524
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001525The rest of this section will provide a brief overview of using
1526ElementTree. Full documentation for ElementTree is available at
1527\url{http://effbot.org/zone/element-index.htm}.
1528
1529ElementTree represents an XML document as a tree of element nodes.
1530The text content of the document is stored as the \member{.text}
1531and \member{.tail} attributes of
1532(This is one of the major differences between ElementTree and
1533the Document Object Model; in the DOM there are many different
1534types of node, including \class{TextNode}.)
1535
1536The most commonly used parsing function is \function{parse()}, that
1537takes either a string (assumed to contain a filename) or a file-like
1538object and returns an \class{ElementTree} instance:
1539
1540\begin{verbatim}
1541from xmlcore.etree import ElementTree as ET
1542
1543tree = ET.parse('ex-1.xml')
1544
1545feed = urllib.urlopen(
1546 'http://planet.python.org/rss10.xml')
1547tree = ET.parse(feed)
1548\end{verbatim}
1549
1550Once you have an \class{ElementTree} instance, you
1551can call its \method{getroot()} method to get the root \class{Element} node.
1552
1553There's also an \function{XML()} function that takes a string literal
1554and returns an \class{Element} node (not an \class{ElementTree}).
1555This function provides a tidy way to incorporate XML fragments,
1556approaching the convenience of an XML literal:
1557
1558\begin{verbatim}
1559svg = et.XML("""<svg width="10px" version="1.0">
1560 </svg>""")
1561svg.set('height', '320px')
1562svg.append(elem1)
1563\end{verbatim}
1564
1565Each XML element supports some dictionary-like and some list-like
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001566access methods. Dictionary-like operations are used to access attribute
1567values, and list-like operations are used to access child nodes.
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001568
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001569\begin{tableii}{c|l}{code}{Operation}{Result}
1570 \lineii{elem[n]}{Returns n'th child element.}
1571 \lineii{elem[m:n]}{Returns list of m'th through n'th child elements.}
1572 \lineii{len(elem)}{Returns number of child elements.}
1573 \lineii{elem.getchildren()}{Returns list of child elements.}
1574 \lineii{elem.append(elem2)}{Adds \var{elem2} as a child.}
1575 \lineii{elem.insert(index, elem2)}{Inserts \var{elem2} at the specified location.}
1576 \lineii{del elem[n]}{Deletes n'th child element.}
1577 \lineii{elem.keys()}{Returns list of attribute names.}
1578 \lineii{elem.get(name)}{Returns value of attribute \var{name}.}
1579 \lineii{elem.set(name, value)}{Sets new value for attribute \var{name}.}
1580 \lineii{elem.attrib}{Retrieves the dictionary containing attributes.}
1581 \lineii{del elem.attrib[name]}{Deletes attribute \var{name}.}
1582\end{tableii}
1583
1584Comments and processing instructions are also represented as
1585\class{Element} nodes. To check if a node is a comment or processing
1586instructions:
1587
1588\begin{verbatim}
1589if elem.tag is ET.Comment:
1590 ...
1591elif elem.tag is ET.ProcessingInstruction:
1592 ...
1593\end{verbatim}
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001594
1595To generate XML output, you should call the
1596\method{ElementTree.write()} method. Like \function{parse()},
1597it can take either a string or a file-like object:
1598
1599\begin{verbatim}
1600# Encoding is US-ASCII
1601tree.write('output.xml')
1602
1603# Encoding is UTF-8
1604f = open('output.xml', 'w')
1605tree.write(f, 'utf-8')
1606\end{verbatim}
1607
1608(Caution: the default encoding used for output is ASCII, which isn't
1609very useful for general XML work, raising an exception if there are
1610any characters with values greater than 127. You should always
1611specify a different encoding such as UTF-8 that can handle any Unicode
1612character.)
1613
Andrew M. Kuchling075e0232006-04-11 13:14:56 +00001614This section is only a partial description of the ElementTree interfaces.
1615Please read the package's official documentation for more details.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001616
Andrew M. Kuchling16ed5212006-04-10 22:28:11 +00001617\begin{seealso}
1618
1619\seeurl{http://effbot.org/zone/element-index.htm}
1620{Official documentation for ElementTree.}
1621
1622
1623\end{seealso}
1624
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001625
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001626%======================================================================
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001627\subsection{The hashlib package}
1628
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001629A new \module{hashlib} module, written by Gregory P. Smith,
1630has been added to replace the
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001631\module{md5} and \module{sha} modules. \module{hashlib} adds support
1632for additional secure hashes (SHA-224, SHA-256, SHA-384, and SHA-512).
1633When available, the module uses OpenSSL for fast platform optimized
1634implementations of algorithms.
1635
1636The old \module{md5} and \module{sha} modules still exist as wrappers
1637around hashlib to preserve backwards compatibility. The new module's
1638interface is very close to that of the old modules, but not identical.
1639The most significant difference is that the constructor functions
1640for creating new hashing objects are named differently.
1641
1642\begin{verbatim}
1643# Old versions
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001644h = md5.md5()
1645h = md5.new()
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001646
1647# New version
1648h = hashlib.md5()
1649
1650# Old versions
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001651h = sha.sha()
1652h = sha.new()
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001653
1654# New version
1655h = hashlib.sha1()
1656
1657# Hash that weren't previously available
1658h = hashlib.sha224()
1659h = hashlib.sha256()
1660h = hashlib.sha384()
1661h = hashlib.sha512()
1662
1663# Alternative form
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001664h = hashlib.new('md5') # Provide algorithm as a string
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001665\end{verbatim}
1666
1667Once a hash object has been created, its methods are the same as before:
1668\method{update(\var{string})} hashes the specified string into the
1669current digest state, \method{digest()} and \method{hexdigest()}
1670return the digest value as a binary string or a string of hex digits,
1671and \method{copy()} returns a new hashing object with the same digest state.
1672
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001673
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001674%======================================================================
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001675\subsection{The sqlite3 package}
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001676
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001677The pysqlite module (\url{http://www.pysqlite.org}), a wrapper for the
1678SQLite embedded database, has been added to the standard library under
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001679the package name \module{sqlite3}.
1680
1681SQLite is a C library that provides a SQL-language database that
1682stores data in disk files without requiring a separate server process.
1683pysqlite was written by Gerhard H\"aring and provides a SQL interface
1684compliant with the DB-API 2.0 specification described by
1685\pep{249}. This means that it should be possible to write the first
1686version of your applications using SQLite for data storage. If
1687switching to a larger database such as PostgreSQL or Oracle is
1688later necessary, the switch should be relatively easy.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001689
1690If you're compiling the Python source yourself, note that the source
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001691tree doesn't include the SQLite code, only the wrapper module.
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001692You'll need to have the SQLite libraries and headers installed before
1693compiling Python, and the build process will compile the module when
1694the necessary headers are available.
1695
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001696To use the module, you must first create a \class{Connection} object
1697that represents the database. Here the data will be stored in the
1698\file{/tmp/example} file:
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001699
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001700\begin{verbatim}
1701conn = sqlite3.connect('/tmp/example')
1702\end{verbatim}
1703
1704You can also supply the special name \samp{:memory:} to create
1705a database in RAM.
1706
1707Once you have a \class{Connection}, you can create a \class{Cursor}
1708object and call its \method{execute()} method to perform SQL commands:
1709
1710\begin{verbatim}
1711c = conn.cursor()
1712
1713# Create table
1714c.execute('''create table stocks
1715(date timestamp, trans varchar, symbol varchar,
1716 qty decimal, price decimal)''')
1717
1718# Insert a row of data
1719c.execute("""insert into stocks
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001720 values ('2006-01-05','BUY','RHAT',100,35.14)""")
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001721\end{verbatim}
1722
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001723Usually your SQL operations will need to use values from Python
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001724variables. You shouldn't assemble your query using Python's string
1725operations because doing so is insecure; it makes your program
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001726vulnerable to an SQL injection attack.
1727
1728Instead, use SQLite's parameter substitution. Put \samp{?} as a
1729placeholder wherever you want to use a value, and then provide a tuple
1730of values as the second argument to the cursor's \method{execute()}
1731method. For example:
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001732
1733\begin{verbatim}
1734# Never do this -- insecure!
1735symbol = 'IBM'
1736c.execute("... where symbol = '%s'" % symbol)
1737
1738# Do this instead
1739t = (symbol,)
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001740c.execute('select * from stocks where symbol=?', ('IBM',))
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001741
1742# Larger example
1743for t in (('2006-03-28', 'BUY', 'IBM', 1000, 45.00),
Andrew M. Kuchlingd058d002006-04-16 18:20:05 +00001744 ('2006-04-05', 'BUY', 'MSOFT', 1000, 72.00),
1745 ('2006-04-06', 'SELL', 'IBM', 500, 53.00),
1746 ):
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001747 c.execute('insert into stocks values (?,?,?,?,?)', t)
1748\end{verbatim}
1749
1750To retrieve data after executing a SELECT statement, you can either
1751treat the cursor as an iterator, call the cursor's \method{fetchone()}
1752method to retrieve a single matching row,
1753or call \method{fetchall()} to get a list of the matching rows.
1754
1755This example uses the iterator form:
1756
1757\begin{verbatim}
1758>>> c = conn.cursor()
1759>>> c.execute('select * from stocks order by price')
1760>>> for row in c:
1761... print row
1762...
1763(u'2006-01-05', u'BUY', u'RHAT', 100, 35.140000000000001)
1764(u'2006-03-28', u'BUY', u'IBM', 1000, 45.0)
1765(u'2006-04-06', u'SELL', u'IBM', 500, 53.0)
1766(u'2006-04-05', u'BUY', u'MSOFT', 1000, 72.0)
1767>>>
1768\end{verbatim}
1769
Andrew M. Kuchlingd58baf82006-04-10 21:40:16 +00001770For more information about the SQL dialect supported by SQLite, see
1771\url{http://www.sqlite.org}.
1772
1773\begin{seealso}
1774
1775\seeurl{http://www.pysqlite.org}
1776{The pysqlite web page.}
1777
1778\seeurl{http://www.sqlite.org}
1779{The SQLite web page; the documentation describes the syntax and the
1780available data types for the supported SQL dialect.}
1781
1782\seepep{249}{Database API Specification 2.0}{PEP written by
1783Marc-Andr\'e Lemburg.}
1784
1785\end{seealso}
Andrew M. Kuchlingaf7ee992006-04-03 12:41:37 +00001786
Fred Drake2db76802004-12-01 05:05:47 +00001787
1788% ======================================================================
1789\section{Build and C API Changes}
1790
1791Changes to Python's build process and to the C API include:
1792
1793\begin{itemize}
1794
Andrew M. Kuchling4d8cd892006-04-06 13:03:04 +00001795\item The largest change to the C API came from \pep{353},
1796which modifies the interpreter to use a \ctype{Py_ssize_t} type
1797definition instead of \ctype{int}. See the earlier
1798section~ref{section-353} for a discussion of this change.
1799
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001800\item The design of the bytecode compiler has changed a great deal, to
1801no longer generate bytecode by traversing the parse tree. Instead
Andrew M. Kuchlingdb85ed52005-10-23 21:52:59 +00001802the parse tree is converted to an abstract syntax tree (or AST), and it is
1803the abstract syntax tree that's traversed to produce the bytecode.
1804
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001805It's possible for Python code to obtain AST objects by using the
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001806\function{compile()} built-in and specifying \code{_ast.PyCF_ONLY_AST}
1807as the value of the
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001808\var{flags} parameter:
1809
1810\begin{verbatim}
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001811from _ast import PyCF_ONLY_AST
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001812ast = compile("""a=0
1813for i in range(10):
1814 a += i
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001815""", "<string>", 'exec', PyCF_ONLY_AST)
Andrew M. Kuchling4e861952006-04-12 12:16:31 +00001816
1817assignment = ast.body[0]
1818for_loop = ast.body[1]
1819\end{verbatim}
1820
Andrew M. Kuchlingdb85ed52005-10-23 21:52:59 +00001821No documentation has been written for the AST code yet. To start
1822learning about it, read the definition of the various AST nodes in
1823\file{Parser/Python.asdl}. A Python script reads this file and
1824generates a set of C structure definitions in
1825\file{Include/Python-ast.h}. The \cfunction{PyParser_ASTFromString()}
1826and \cfunction{PyParser_ASTFromFile()}, defined in
1827\file{Include/pythonrun.h}, take Python source as input and return the
1828root of an AST representing the contents. This AST can then be turned
1829into a code object by \cfunction{PyAST_Compile()}. For more
1830information, read the source code, and then ask questions on
1831python-dev.
1832
1833% List of names taken from Jeremy's python-dev post at
1834% http://mail.python.org/pipermail/python-dev/2005-October/057500.html
1835The AST code was developed under Jeremy Hylton's management, and
1836implemented by (in alphabetical order) Brett Cannon, Nick Coghlan,
1837Grant Edwards, John Ehresman, Kurt Kaiser, Neal Norwitz, Tim Peters,
1838Armin Rigo, and Neil Schemenauer, plus the participants in a number of
1839AST sprints at conferences such as PyCon.
1840
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001841\item The built-in set types now have an official C API. Call
1842\cfunction{PySet_New()} and \cfunction{PyFrozenSet_New()} to create a
1843new set, \cfunction{PySet_Add()} and \cfunction{PySet_Discard()} to
1844add and remove elements, and \cfunction{PySet_Contains} and
1845\cfunction{PySet_Size} to examine the set's state.
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001846(Contributed by Raymond Hettinger.)
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001847
Andrew M. Kuchling61434b62006-04-13 11:51:07 +00001848\item C code can now obtain information about the exact revision
1849of the Python interpreter by calling the
1850\cfunction{Py_GetBuildInfo()} function that returns a
1851string of build information like this:
1852\code{"trunk:45355:45356M, Apr 13 2006, 07:42:19"}.
1853(Contributed by Barry Warsaw.)
1854
Andrew M. Kuchling29b3d082006-04-14 20:35:17 +00001855\item The CPython interpreter is still written in C, but
1856the code can now be compiled with a {\Cpp} compiler without errors.
1857(Implemented by Anthony Baxter, Martin von~L\"owis, Skip Montanaro.)
1858
Andrew M. Kuchling150e3492005-08-23 00:56:06 +00001859\item The \cfunction{PyRange_New()} function was removed. It was
1860never documented, never used in the core code, and had dangerously lax
1861error checking.
Fred Drake2db76802004-12-01 05:05:47 +00001862
1863\end{itemize}
1864
1865
1866%======================================================================
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001867\subsection{Port-Specific Changes}
Fred Drake2db76802004-12-01 05:05:47 +00001868
Andrew M. Kuchling6fc69762006-04-13 12:37:21 +00001869\begin{itemize}
1870
1871\item MacOS X (10.3 and higher): dynamic loading of modules
1872now uses the \cfunction{dlopen()} function instead of MacOS-specific
1873functions.
1874
1875\end{itemize}
Fred Drake2db76802004-12-01 05:05:47 +00001876
1877
1878%======================================================================
1879\section{Other Changes and Fixes \label{section-other}}
1880
1881As usual, there were a bunch of other improvements and bugfixes
Andrew M. Kuchlingf688cc52006-03-10 18:50:08 +00001882scattered throughout the source tree. A search through the SVN change
Fred Drake2db76802004-12-01 05:05:47 +00001883logs finds there were XXX patches applied and YYY bugs fixed between
Andrew M. Kuchling92e24952004-12-03 13:54:09 +00001884Python 2.4 and 2.5. Both figures are likely to be underestimates.
Fred Drake2db76802004-12-01 05:05:47 +00001885
1886Some of the more notable changes are:
1887
1888\begin{itemize}
1889
Andrew M. Kuchling01e3d262006-03-17 15:38:39 +00001890\item Evan Jones's patch to obmalloc, first described in a talk
1891at PyCon DC 2005, was applied. Python 2.4 allocated small objects in
1892256K-sized arenas, but never freed arenas. With this patch, Python
1893will free arenas when they're empty. The net effect is that on some
1894platforms, when you allocate many objects, Python's memory usage may
1895actually drop when you delete them, and the memory may be returned to
1896the operating system. (Implemented by Evan Jones, and reworked by Tim
1897Peters.)
Fred Drake2db76802004-12-01 05:05:47 +00001898
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001899Note that this change means extension modules need to be more careful
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001900with how they allocate memory. Python's API has many different
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001901functions for allocating memory that are grouped into families. For
1902example, \cfunction{PyMem_Malloc()}, \cfunction{PyMem_Realloc()}, and
1903\cfunction{PyMem_Free()} are one family that allocates raw memory,
1904while \cfunction{PyObject_Malloc()}, \cfunction{PyObject_Realloc()},
1905and \cfunction{PyObject_Free()} are another family that's supposed to
1906be used for creating Python objects.
1907
1908Previously these different families all reduced to the platform's
1909\cfunction{malloc()} and \cfunction{free()} functions. This meant
1910it didn't matter if you got things wrong and allocated memory with the
1911\cfunction{PyMem} function but freed it with the \cfunction{PyObject}
1912function. With the obmalloc change, these families now do different
1913things, and mismatches will probably result in a segfault. You should
1914carefully test your C extension modules with Python 2.5.
1915
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001916\item Coverity, a company that markets a source code analysis tool
1917 called Prevent, provided the results of their examination of the Python
Andrew M. Kuchling0f1955d2006-04-13 12:09:08 +00001918 source code. The analysis found about 60 bugs that
1919 were quickly fixed. Many of the bugs were refcounting problems, often
1920 occurring in error-handling code. See
1921 \url{http://scan.coverity.com} for the statistics.
Andrew M. Kuchling38f85072006-04-02 01:46:32 +00001922
Fred Drake2db76802004-12-01 05:05:47 +00001923\end{itemize}
1924
1925
1926%======================================================================
1927\section{Porting to Python 2.5}
1928
1929This section lists previously described changes that may require
1930changes to your code:
1931
1932\begin{itemize}
1933
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001934\item ASCII is now the default encoding for modules. It's now
1935a syntax error if a module contains string literals with 8-bit
1936characters but doesn't have an encoding declaration. In Python 2.4
1937this triggered a warning, not a syntax error.
1938
Andrew M. Kuchlingc3749a92006-04-04 19:14:41 +00001939\item The \module{pickle} module no longer uses the deprecated \var{bin} parameter.
Fred Drake2db76802004-12-01 05:05:47 +00001940
Andrew M. Kuchling3b4fb042006-04-13 12:49:39 +00001941\item Previously, the \member{gi_frame} attribute of a generator
1942was always a frame object. Because of the \pep{342} changes
1943described in section~\ref{section-generators}, it's now possible
1944for \member{gi_frame} to be \code{None}.
1945
Andrew M. Kuchlingf7c62902006-04-12 12:27:50 +00001946\item C API: Many functions now use \ctype{Py_ssize_t}
1947instead of \ctype{int} to allow processing more data
1948on 64-bit machines. Extension code may need to make
1949the same change to avoid warnings and to support 64-bit machines.
1950See the earlier
1951section~ref{section-353} for a discussion of this change.
1952
1953\item C API:
1954The obmalloc changes mean that
1955you must be careful to not mix usage
1956of the \cfunction{PyMem_*()} and \cfunction{PyObject_*()}
1957families of functions. Memory allocated with
1958one family's \cfunction{*_Malloc()} must be
1959freed with the corresponding family's \cfunction{*_Free()} function.
1960
Fred Drake2db76802004-12-01 05:05:47 +00001961\end{itemize}
1962
1963
1964%======================================================================
1965\section{Acknowledgements \label{acks}}
1966
1967The author would like to thank the following people for offering
1968suggestions, corrections and assistance with various drafts of this
Andrew M. Kuchling5f445bf2006-04-12 18:54:00 +00001969article: Martin von~L\"owis, Mike Rovner, Thomas Wouters.
Fred Drake2db76802004-12-01 05:05:47 +00001970
1971\end{document}