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1************************************
2  Idioms and Anti-Idioms in Python
3************************************
4
5:Author: Moshe Zadka
6
7This document is placed in the public domain.
8
9
10.. topic:: Abstract
11
12   This document can be considered a companion to the tutorial. It shows how to use
13   Python, and even more importantly, how *not* to use Python.
14
15
16Language Constructs You Should Not Use
17======================================
18
19While Python has relatively few gotchas compared to other languages, it still
20has some constructs which are only useful in corner cases, or are plain
21dangerous.
22
23
24from module import \*
25---------------------
26
27
28Inside Function Definitions
29^^^^^^^^^^^^^^^^^^^^^^^^^^^
30
31``from module import *`` is *invalid* inside function definitions. While many
32versions of Python do not check for the invalidity, it does not make it more
33valid, no more than having a smart lawyer makes a man innocent. Do not use it
34like that ever. Even in versions where it was accepted, it made the function
35execution slower, because the compiler could not be certain which names were
36local and which were global. In Python 2.1 this construct causes warnings, and
37sometimes even errors.
38
39
40At Module Level
41^^^^^^^^^^^^^^^
42
43While it is valid to use ``from module import *`` at module level it is usually
44a bad idea. For one, this loses an important property Python otherwise has ---
45you can know where each toplevel name is defined by a simple "search" function
46in your favourite editor. You also open yourself to trouble in the future, if
47some module grows additional functions or classes.
48
49One of the most awful questions asked on the newsgroup is why this code::
50
51   f = open("www")
52   f.read()
53
54does not work. Of course, it works just fine (assuming you have a file called
55"www".) But it does not work if somewhere in the module, the statement ``from
56os import *`` is present. The :mod:`os` module has a function called
57:func:`open` which returns an integer. While it is very useful, shadowing a
58builtin is one of its least useful properties.
59
60Remember, you can never know for sure what names a module exports, so either
61take what you need --- ``from module import name1, name2``, or keep them in the
62module and access on a per-need basis ---  ``import module;print module.name``.
63
64
65When It Is Just Fine
66^^^^^^^^^^^^^^^^^^^^
67
68There are situations in which ``from module import *`` is just fine:
69
70* The interactive prompt. For example, ``from math import *`` makes Python an
71  amazing scientific calculator.
72
73* When extending a module in C with a module in Python.
74
75* When the module advertises itself as ``from import *`` safe.
76
77
78Unadorned :keyword:`exec`, :func:`execfile` and friends
79-------------------------------------------------------
80
81The word "unadorned" refers to the use without an explicit dictionary, in which
82case those constructs evaluate code in the *current* environment. This is
83dangerous for the same reasons ``from import *`` is dangerous --- it might step
84over variables you are counting on and mess up things for the rest of your code.
85Simply do not do that.
86
87Bad examples::
88
89   >>> for name in sys.argv[1:]:
90   >>>     exec "%s=1" % name
91   >>> def func(s, **kw):
92   >>>     for var, val in kw.items():
93   >>>         exec "s.%s=val" % var  # invalid!
94   >>> execfile("handler.py")
95   >>> handle()
96
97Good examples::
98
99   >>> d = {}
100   >>> for name in sys.argv[1:]:
101   >>>     d[name] = 1
102   >>> def func(s, **kw):
103   >>>     for var, val in kw.items():
104   >>>         setattr(s, var, val)
105   >>> d={}
106   >>> execfile("handle.py", d, d)
107   >>> handle = d['handle']
108   >>> handle()
109
110
111from module import name1, name2
112-------------------------------
113
114This is a "don't" which is much weaker than the previous "don't"s but is still
115something you should not do if you don't have good reasons to do that. The
116reason it is usually a bad idea is because you suddenly have an object which lives
117in two separate namespaces. When the binding in one namespace changes, the
118binding in the other will not, so there will be a discrepancy between them. This
119happens when, for example, one module is reloaded, or changes the definition of
120a function at runtime.
121
122Bad example::
123
124   # foo.py
125   a = 1
126
127   # bar.py
128   from foo import a
129   if something():
130       a = 2 # danger: foo.a != a
131
132Good example::
133
134   # foo.py
135   a = 1
136
137   # bar.py
138   import foo
139   if something():
140       foo.a = 2
141
142
143except:
144-------
145
146Python has the ``except:`` clause, which catches all exceptions. Since *every*
147error in Python raises an exception, using ``except:`` can make many
148programming errors look like runtime problems, which hinders the debugging
149process.
150
151The following code shows a great example of why this is bad::
152
153   try:
154       foo = opne("file") # misspelled "open"
155   except:
156       sys.exit("could not open file!")
157
158The second line triggers a :exc:`NameError`, which is caught by the except
159clause. The program will exit, and the error message the program prints will
160make you think the problem is the readability of ``"file"`` when in fact
161the real error has nothing to do with ``"file"``.
162
163A better way to write the above is ::
164
165   try:
166       foo = opne("file")
167   except IOError:
168       sys.exit("could not open file")
169
170When this is run, Python will produce a traceback showing the :exc:`NameError`,
171and it will be immediately apparent what needs to be fixed.
172
173.. index:: bare except, except; bare
174
175Because ``except:`` catches *all* exceptions, including :exc:`SystemExit`,
176:exc:`KeyboardInterrupt`, and :exc:`GeneratorExit` (which is not an error and
177should not normally be caught by user code), using a bare ``except:`` is almost
178never a good idea.  In situations where you need to catch all "normal" errors,
179such as in a framework that runs callbacks, you can catch the base class for
180all normal exceptions, :exc:`Exception`.  Unfortunately in Python 2.x it is
181possible for third-party code to raise exceptions that do not inherit from
182:exc:`Exception`, so in Python 2.x there are some cases where you may have to
183use a bare ``except:`` and manually re-raise the exceptions you don't want
184to catch.
185
186
187Exceptions
188==========
189
190Exceptions are a useful feature of Python. You should learn to raise them
191whenever something unexpected occurs, and catch them only where you can do
192something about them.
193
194The following is a very popular anti-idiom ::
195
196   def get_status(file):
197       if not os.path.exists(file):
198           print "file not found"
199           sys.exit(1)
200       return open(file).readline()
201
202Consider the case where the file gets deleted between the time the call to
203:func:`os.path.exists` is made and the time :func:`open` is called. In that
204case the last line will raise an :exc:`IOError`.  The same thing would happen
205if *file* exists but has no read permission.  Since testing this on a normal
206machine on existent and non-existent files makes it seem bugless, the test
207results will seem fine, and the code will get shipped.  Later an unhandled
208:exc:`IOError` (or perhaps some other :exc:`EnvironmentError`) escapes to the
209user, who gets to watch the ugly traceback.
210
211Here is a somewhat better way to do it. ::
212
213   def get_status(file):
214       try:
215           return open(file).readline()
216       except EnvironmentError as err:
217           print "Unable to open file: {}".format(err)
218           sys.exit(1)
219
220In this version, *either* the file gets opened and the line is read (so it
221works even on flaky NFS or SMB connections), or an error message is printed
222that provides all the available information on why the open failed, and the
223application is aborted.
224
225However, even this version of :func:`get_status` makes too many assumptions ---
226that it will only be used in a short running script, and not, say, in a long
227running server. Sure, the caller could do something like ::
228
229   try:
230       status = get_status(log)
231   except SystemExit:
232       status = None
233
234But there is a better way.  You should try to use as few ``except`` clauses in
235your code as you can --- the ones you do use will usually be inside calls which
236should always succeed, or a catch-all in a main function.
237
238So, an even better version of :func:`get_status()` is probably ::
239
240   def get_status(file):
241       return open(file).readline()
242
243The caller can deal with the exception if it wants (for example, if it tries
244several files in a loop), or just let the exception filter upwards to *its*
245caller.
246
247But the last version still has a serious problem --- due to implementation
248details in CPython, the file would not be closed when an exception is raised
249until the exception handler finishes; and, worse, in other implementations
250(e.g., Jython) it might not be closed at all regardless of whether or not
251an exception is raised.
252
253The best version of this function uses the ``open()`` call as a context
254manager, which will ensure that the file gets closed as soon as the
255function returns::
256
257   def get_status(file):
258       with open(file) as fp:
259           return fp.readline()
260
261
262Using the Batteries
263===================
264
265Every so often, people seem to be writing stuff in the Python library again,
266usually poorly. While the occasional module has a poor interface, it is usually
267much better to use the rich standard library and data types that come with
268Python than inventing your own.
269
270A useful module very few people know about is :mod:`os.path`. It  always has the
271correct path arithmetic for your operating system, and will usually be much
272better than whatever you come up with yourself.
273
274Compare::
275
276   # ugh!
277   return dir+"/"+file
278   # better
279   return os.path.join(dir, file)
280
281More useful functions in :mod:`os.path`: :func:`basename`,  :func:`dirname` and
282:func:`splitext`.
283
284There are also many useful built-in functions people seem not to be aware of
285for some reason: :func:`min` and :func:`max` can find the minimum/maximum of
286any sequence with comparable semantics, for example, yet many people write
287their own :func:`max`/:func:`min`. Another highly useful function is
288:func:`reduce` which can be used to repeatedly apply a binary operation to a
289sequence, reducing it to a single value.  For example, compute a factorial
290with a series of multiply operations::
291
292   >>> n = 4
293   >>> import operator
294   >>> reduce(operator.mul, range(1, n+1))
295   24
296
297When it comes to parsing numbers, note that :func:`float`, :func:`int` and
298:func:`long` all accept string arguments and will reject ill-formed strings
299by raising an :exc:`ValueError`.
300
301
302Using Backslash to Continue Statements
303======================================
304
305Since Python treats a newline as a statement terminator, and since statements
306are often more than is comfortable to put in one line, many people do::
307
308   if foo.bar()['first'][0] == baz.quux(1, 2)[5:9] and \
309      calculate_number(10, 20) != forbulate(500, 360):
310         pass
311
312You should realize that this is dangerous: a stray space after the ``\`` would
313make this line wrong, and stray spaces are notoriously hard to see in editors.
314In this case, at least it would be a syntax error, but if the code was::
315
316   value = foo.bar()['first'][0]*baz.quux(1, 2)[5:9] \
317           + calculate_number(10, 20)*forbulate(500, 360)
318
319then it would just be subtly wrong.
320
321It is usually much better to use the implicit continuation inside parenthesis:
322
323This version is bulletproof::
324
325   value = (foo.bar()['first'][0]*baz.quux(1, 2)[5:9]
326           + calculate_number(10, 20)*forbulate(500, 360))
327
328