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Georg Brandl116aa622007-08-15 14:28:22 +00001:mod:`difflib` --- Helpers for computing deltas
2===============================================
3
4.. module:: difflib
5 :synopsis: Helpers for computing differences between objects.
Terry Jan Reedyfa089b92016-06-11 15:02:54 -04006
Georg Brandl116aa622007-08-15 14:28:22 +00007.. moduleauthor:: Tim Peters <tim_one@users.sourceforge.net>
8.. sectionauthor:: Tim Peters <tim_one@users.sourceforge.net>
Christian Heimes5b5e81c2007-12-31 16:14:33 +00009.. Markup by Fred L. Drake, Jr. <fdrake@acm.org>
Georg Brandl116aa622007-08-15 14:28:22 +000010
Andrew Kuchling2e3743c2014-03-19 16:23:01 -040011**Source code:** :source:`Lib/difflib.py`
12
Christian Heimesfe337bf2008-03-23 21:54:12 +000013.. testsetup::
Georg Brandl116aa622007-08-15 14:28:22 +000014
Christian Heimesfe337bf2008-03-23 21:54:12 +000015 import sys
16 from difflib import *
Georg Brandl116aa622007-08-15 14:28:22 +000017
Terry Jan Reedyfa089b92016-06-11 15:02:54 -040018--------------
19
Georg Brandl9afde1c2007-11-01 20:32:30 +000020This module provides classes and functions for comparing sequences. It
21can be used for example, for comparing files, and can produce difference
22information in various formats, including HTML and context and unified
23diffs. For comparing directories and files, see also, the :mod:`filecmp` module.
24
Terry Reedy99f96372010-11-25 06:12:34 +000025
Georg Brandl116aa622007-08-15 14:28:22 +000026.. class:: SequenceMatcher
27
28 This is a flexible class for comparing pairs of sequences of any type, so long
Guido van Rossum2cc30da2007-11-02 23:46:40 +000029 as the sequence elements are :term:`hashable`. The basic algorithm predates, and is a
Georg Brandl116aa622007-08-15 14:28:22 +000030 little fancier than, an algorithm published in the late 1980's by Ratcliff and
31 Obershelp under the hyperbolic name "gestalt pattern matching." The idea is to
32 find the longest contiguous matching subsequence that contains no "junk"
Andrew Kuchlingc51da2b2014-03-19 16:43:06 -040033 elements; these "junk" elements are ones that are uninteresting in some
34 sense, such as blank lines or whitespace. (Handling junk is an
35 extension to the Ratcliff and Obershelp algorithm.) The same
Georg Brandl116aa622007-08-15 14:28:22 +000036 idea is then applied recursively to the pieces of the sequences to the left and
37 to the right of the matching subsequence. This does not yield minimal edit
38 sequences, but does tend to yield matches that "look right" to people.
39
40 **Timing:** The basic Ratcliff-Obershelp algorithm is cubic time in the worst
41 case and quadratic time in the expected case. :class:`SequenceMatcher` is
42 quadratic time for the worst case and has expected-case behavior dependent in a
43 complicated way on how many elements the sequences have in common; best case
44 time is linear.
45
Terry Reedy99f96372010-11-25 06:12:34 +000046 **Automatic junk heuristic:** :class:`SequenceMatcher` supports a heuristic that
47 automatically treats certain sequence items as junk. The heuristic counts how many
48 times each individual item appears in the sequence. If an item's duplicates (after
49 the first one) account for more than 1% of the sequence and the sequence is at least
50 200 items long, this item is marked as "popular" and is treated as junk for
51 the purpose of sequence matching. This heuristic can be turned off by setting
52 the ``autojunk`` argument to ``False`` when creating the :class:`SequenceMatcher`.
53
Terry Reedydc9b17d2010-11-27 20:52:14 +000054 .. versionadded:: 3.2
55 The *autojunk* parameter.
56
Georg Brandl116aa622007-08-15 14:28:22 +000057
58.. class:: Differ
59
60 This is a class for comparing sequences of lines of text, and producing
61 human-readable differences or deltas. Differ uses :class:`SequenceMatcher`
62 both to compare sequences of lines, and to compare sequences of characters
63 within similar (near-matching) lines.
64
65 Each line of a :class:`Differ` delta begins with a two-letter code:
66
67 +----------+-------------------------------------------+
68 | Code | Meaning |
69 +==========+===========================================+
70 | ``'- '`` | line unique to sequence 1 |
71 +----------+-------------------------------------------+
72 | ``'+ '`` | line unique to sequence 2 |
73 +----------+-------------------------------------------+
74 | ``' '`` | line common to both sequences |
75 +----------+-------------------------------------------+
76 | ``'? '`` | line not present in either input sequence |
77 +----------+-------------------------------------------+
78
79 Lines beginning with '``?``' attempt to guide the eye to intraline differences,
80 and were not present in either input sequence. These lines can be confusing if
81 the sequences contain tab characters.
82
83
84.. class:: HtmlDiff
85
86 This class can be used to create an HTML table (or a complete HTML file
87 containing the table) showing a side by side, line by line comparison of text
88 with inter-line and intra-line change highlights. The table can be generated in
89 either full or contextual difference mode.
90
91 The constructor for this class is:
92
93
Georg Brandlc2a4f4f2009-04-10 09:03:43 +000094 .. method:: __init__(tabsize=8, wrapcolumn=None, linejunk=None, charjunk=IS_CHARACTER_JUNK)
Georg Brandl116aa622007-08-15 14:28:22 +000095
96 Initializes instance of :class:`HtmlDiff`.
97
98 *tabsize* is an optional keyword argument to specify tab stop spacing and
99 defaults to ``8``.
100
101 *wrapcolumn* is an optional keyword to specify column number where lines are
102 broken and wrapped, defaults to ``None`` where lines are not wrapped.
103
Terry Jan Reedy3e8a7ad2015-10-30 19:41:16 -0400104 *linejunk* and *charjunk* are optional keyword arguments passed into :func:`ndiff`
Georg Brandl116aa622007-08-15 14:28:22 +0000105 (used by :class:`HtmlDiff` to generate the side by side HTML differences). See
Terry Jan Reedy3e8a7ad2015-10-30 19:41:16 -0400106 :func:`ndiff` documentation for argument default values and descriptions.
Georg Brandl116aa622007-08-15 14:28:22 +0000107
108 The following methods are public:
109
Berker Peksag102029d2015-03-15 01:18:47 +0200110 .. method:: make_file(fromlines, tolines, fromdesc='', todesc='', context=False, \
111 numlines=5, *, charset='utf-8')
Georg Brandl116aa622007-08-15 14:28:22 +0000112
113 Compares *fromlines* and *tolines* (lists of strings) and returns a string which
114 is a complete HTML file containing a table showing line by line differences with
115 inter-line and intra-line changes highlighted.
116
117 *fromdesc* and *todesc* are optional keyword arguments to specify from/to file
118 column header strings (both default to an empty string).
119
120 *context* and *numlines* are both optional keyword arguments. Set *context* to
121 ``True`` when contextual differences are to be shown, else the default is
122 ``False`` to show the full files. *numlines* defaults to ``5``. When *context*
123 is ``True`` *numlines* controls the number of context lines which surround the
124 difference highlights. When *context* is ``False`` *numlines* controls the
125 number of lines which are shown before a difference highlight when using the
126 "next" hyperlinks (setting to zero would cause the "next" hyperlinks to place
127 the next difference highlight at the top of the browser without any leading
128 context).
129
Berker Peksag102029d2015-03-15 01:18:47 +0200130 .. versionchanged:: 3.5
131 *charset* keyword-only argument was added. The default charset of
132 HTML document changed from ``'ISO-8859-1'`` to ``'utf-8'``.
133
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000134 .. method:: make_table(fromlines, tolines, fromdesc='', todesc='', context=False, numlines=5)
Georg Brandl116aa622007-08-15 14:28:22 +0000135
136 Compares *fromlines* and *tolines* (lists of strings) and returns a string which
137 is a complete HTML table showing line by line differences with inter-line and
138 intra-line changes highlighted.
139
140 The arguments for this method are the same as those for the :meth:`make_file`
141 method.
142
143 :file:`Tools/scripts/diff.py` is a command-line front-end to this class and
144 contains a good example of its use.
145
Georg Brandl116aa622007-08-15 14:28:22 +0000146
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000147.. function:: context_diff(a, b, fromfile='', tofile='', fromfiledate='', tofiledate='', n=3, lineterm='\\n')
Georg Brandl116aa622007-08-15 14:28:22 +0000148
Georg Brandl9afde1c2007-11-01 20:32:30 +0000149 Compare *a* and *b* (lists of strings); return a delta (a :term:`generator`
150 generating the delta lines) in context diff format.
Georg Brandl116aa622007-08-15 14:28:22 +0000151
152 Context diffs are a compact way of showing just the lines that have changed plus
153 a few lines of context. The changes are shown in a before/after style. The
154 number of context lines is set by *n* which defaults to three.
155
156 By default, the diff control lines (those with ``***`` or ``---``) are created
157 with a trailing newline. This is helpful so that inputs created from
Serhiy Storchakabfdcd432013-10-13 23:09:14 +0300158 :func:`io.IOBase.readlines` result in diffs that are suitable for use with
159 :func:`io.IOBase.writelines` since both the inputs and outputs have trailing
Georg Brandl116aa622007-08-15 14:28:22 +0000160 newlines.
161
162 For inputs that do not have trailing newlines, set the *lineterm* argument to
163 ``""`` so that the output will be uniformly newline free.
164
165 The context diff format normally has a header for filenames and modification
166 times. Any or all of these may be specified using strings for *fromfile*,
R. David Murrayb2416e52010-04-12 16:58:02 +0000167 *tofile*, *fromfiledate*, and *tofiledate*. The modification times are normally
168 expressed in the ISO 8601 format. If not specified, the
Georg Brandl116aa622007-08-15 14:28:22 +0000169 strings default to blanks.
170
Christian Heimes8640e742008-02-23 16:23:06 +0000171 >>> s1 = ['bacon\n', 'eggs\n', 'ham\n', 'guido\n']
172 >>> s2 = ['python\n', 'eggy\n', 'hamster\n', 'guido\n']
Zachary Ware9f8b3a02016-08-10 00:59:59 -0500173 >>> sys.stdout.writelines(context_diff(s1, s2, fromfile='before.py', tofile='after.py'))
Christian Heimes8640e742008-02-23 16:23:06 +0000174 *** before.py
175 --- after.py
176 ***************
177 *** 1,4 ****
178 ! bacon
179 ! eggs
180 ! ham
181 guido
182 --- 1,4 ----
183 ! python
184 ! eggy
185 ! hamster
186 guido
187
188 See :ref:`difflib-interface` for a more detailed example.
Georg Brandl116aa622007-08-15 14:28:22 +0000189
Georg Brandl116aa622007-08-15 14:28:22 +0000190
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000191.. function:: get_close_matches(word, possibilities, n=3, cutoff=0.6)
Georg Brandl116aa622007-08-15 14:28:22 +0000192
193 Return a list of the best "good enough" matches. *word* is a sequence for which
194 close matches are desired (typically a string), and *possibilities* is a list of
195 sequences against which to match *word* (typically a list of strings).
196
197 Optional argument *n* (default ``3``) is the maximum number of close matches to
198 return; *n* must be greater than ``0``.
199
200 Optional argument *cutoff* (default ``0.6``) is a float in the range [0, 1].
201 Possibilities that don't score at least that similar to *word* are ignored.
202
203 The best (no more than *n*) matches among the possibilities are returned in a
Christian Heimesfe337bf2008-03-23 21:54:12 +0000204 list, sorted by similarity score, most similar first.
Georg Brandl116aa622007-08-15 14:28:22 +0000205
206 >>> get_close_matches('appel', ['ape', 'apple', 'peach', 'puppy'])
207 ['apple', 'ape']
208 >>> import keyword
209 >>> get_close_matches('wheel', keyword.kwlist)
210 ['while']
Zachary Ware9f8b3a02016-08-10 00:59:59 -0500211 >>> get_close_matches('pineapple', keyword.kwlist)
Georg Brandl116aa622007-08-15 14:28:22 +0000212 []
213 >>> get_close_matches('accept', keyword.kwlist)
214 ['except']
215
216
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000217.. function:: ndiff(a, b, linejunk=None, charjunk=IS_CHARACTER_JUNK)
Georg Brandl116aa622007-08-15 14:28:22 +0000218
Georg Brandl9afde1c2007-11-01 20:32:30 +0000219 Compare *a* and *b* (lists of strings); return a :class:`Differ`\ -style
220 delta (a :term:`generator` generating the delta lines).
Georg Brandl116aa622007-08-15 14:28:22 +0000221
Andrew Kuchlingc51da2b2014-03-19 16:43:06 -0400222 Optional keyword parameters *linejunk* and *charjunk* are filtering functions
Georg Brandl116aa622007-08-15 14:28:22 +0000223 (or ``None``):
224
Georg Brandle6bcc912008-05-12 18:05:20 +0000225 *linejunk*: A function that accepts a single string argument, and returns
226 true if the string is junk, or false if not. The default is ``None``. There
227 is also a module-level function :func:`IS_LINE_JUNK`, which filters out lines
228 without visible characters, except for at most one pound character (``'#'``)
229 -- however the underlying :class:`SequenceMatcher` class does a dynamic
230 analysis of which lines are so frequent as to constitute noise, and this
231 usually works better than using this function.
Georg Brandl116aa622007-08-15 14:28:22 +0000232
233 *charjunk*: A function that accepts a character (a string of length 1), and
234 returns if the character is junk, or false if not. The default is module-level
235 function :func:`IS_CHARACTER_JUNK`, which filters out whitespace characters (a
Andrew Kuchlingc51da2b2014-03-19 16:43:06 -0400236 blank or tab; it's a bad idea to include newline in this!).
Georg Brandl116aa622007-08-15 14:28:22 +0000237
Christian Heimesfe337bf2008-03-23 21:54:12 +0000238 :file:`Tools/scripts/ndiff.py` is a command-line front-end to this function.
Georg Brandl116aa622007-08-15 14:28:22 +0000239
Terry Jan Reedybddecc32014-04-18 17:00:19 -0400240 >>> diff = ndiff('one\ntwo\nthree\n'.splitlines(keepends=True),
241 ... 'ore\ntree\nemu\n'.splitlines(keepends=True))
Georg Brandl6911e3c2007-09-04 07:15:32 +0000242 >>> print(''.join(diff), end="")
Georg Brandl116aa622007-08-15 14:28:22 +0000243 - one
244 ? ^
245 + ore
246 ? ^
247 - two
248 - three
249 ? -
250 + tree
251 + emu
252
253
254.. function:: restore(sequence, which)
255
256 Return one of the two sequences that generated a delta.
257
258 Given a *sequence* produced by :meth:`Differ.compare` or :func:`ndiff`, extract
259 lines originating from file 1 or 2 (parameter *which*), stripping off line
260 prefixes.
261
Christian Heimesfe337bf2008-03-23 21:54:12 +0000262 Example:
Georg Brandl116aa622007-08-15 14:28:22 +0000263
Terry Jan Reedybddecc32014-04-18 17:00:19 -0400264 >>> diff = ndiff('one\ntwo\nthree\n'.splitlines(keepends=True),
265 ... 'ore\ntree\nemu\n'.splitlines(keepends=True))
Georg Brandl116aa622007-08-15 14:28:22 +0000266 >>> diff = list(diff) # materialize the generated delta into a list
Georg Brandl6911e3c2007-09-04 07:15:32 +0000267 >>> print(''.join(restore(diff, 1)), end="")
Georg Brandl116aa622007-08-15 14:28:22 +0000268 one
269 two
270 three
Georg Brandl6911e3c2007-09-04 07:15:32 +0000271 >>> print(''.join(restore(diff, 2)), end="")
Georg Brandl116aa622007-08-15 14:28:22 +0000272 ore
273 tree
274 emu
275
276
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000277.. function:: unified_diff(a, b, fromfile='', tofile='', fromfiledate='', tofiledate='', n=3, lineterm='\\n')
Georg Brandl116aa622007-08-15 14:28:22 +0000278
Georg Brandl9afde1c2007-11-01 20:32:30 +0000279 Compare *a* and *b* (lists of strings); return a delta (a :term:`generator`
280 generating the delta lines) in unified diff format.
Georg Brandl116aa622007-08-15 14:28:22 +0000281
282 Unified diffs are a compact way of showing just the lines that have changed plus
Martin Panter7462b6492015-11-02 03:37:02 +0000283 a few lines of context. The changes are shown in an inline style (instead of
Georg Brandl116aa622007-08-15 14:28:22 +0000284 separate before/after blocks). The number of context lines is set by *n* which
285 defaults to three.
286
287 By default, the diff control lines (those with ``---``, ``+++``, or ``@@``) are
288 created with a trailing newline. This is helpful so that inputs created from
Serhiy Storchakabfdcd432013-10-13 23:09:14 +0300289 :func:`io.IOBase.readlines` result in diffs that are suitable for use with
290 :func:`io.IOBase.writelines` since both the inputs and outputs have trailing
Georg Brandl116aa622007-08-15 14:28:22 +0000291 newlines.
292
293 For inputs that do not have trailing newlines, set the *lineterm* argument to
294 ``""`` so that the output will be uniformly newline free.
295
296 The context diff format normally has a header for filenames and modification
297 times. Any or all of these may be specified using strings for *fromfile*,
R. David Murrayb2416e52010-04-12 16:58:02 +0000298 *tofile*, *fromfiledate*, and *tofiledate*. The modification times are normally
299 expressed in the ISO 8601 format. If not specified, the
Georg Brandl116aa622007-08-15 14:28:22 +0000300 strings default to blanks.
301
Christian Heimes8640e742008-02-23 16:23:06 +0000302
303 >>> s1 = ['bacon\n', 'eggs\n', 'ham\n', 'guido\n']
304 >>> s2 = ['python\n', 'eggy\n', 'hamster\n', 'guido\n']
Zachary Ware9f8b3a02016-08-10 00:59:59 -0500305 >>> sys.stdout.writelines(unified_diff(s1, s2, fromfile='before.py', tofile='after.py'))
Christian Heimes8640e742008-02-23 16:23:06 +0000306 --- before.py
307 +++ after.py
308 @@ -1,4 +1,4 @@
309 -bacon
310 -eggs
311 -ham
312 +python
313 +eggy
314 +hamster
315 guido
316
317 See :ref:`difflib-interface` for a more detailed example.
Georg Brandl116aa622007-08-15 14:28:22 +0000318
Greg Ward4d9d2562015-04-20 20:21:21 -0400319.. function:: diff_bytes(dfunc, a, b, fromfile=b'', tofile=b'', fromfiledate=b'', tofiledate=b'', n=3, lineterm=b'\\n')
320
321 Compare *a* and *b* (lists of bytes objects) using *dfunc*; yield a
322 sequence of delta lines (also bytes) in the format returned by *dfunc*.
323 *dfunc* must be a callable, typically either :func:`unified_diff` or
324 :func:`context_diff`.
325
326 Allows you to compare data with unknown or inconsistent encoding. All
327 inputs except *n* must be bytes objects, not str. Works by losslessly
328 converting all inputs (except *n*) to str, and calling ``dfunc(a, b,
329 fromfile, tofile, fromfiledate, tofiledate, n, lineterm)``. The output of
330 *dfunc* is then converted back to bytes, so the delta lines that you
331 receive have the same unknown/inconsistent encodings as *a* and *b*.
332
333 .. versionadded:: 3.5
Georg Brandl116aa622007-08-15 14:28:22 +0000334
335.. function:: IS_LINE_JUNK(line)
336
337 Return true for ignorable lines. The line *line* is ignorable if *line* is
338 blank or contains a single ``'#'``, otherwise it is not ignorable. Used as a
Georg Brandle6bcc912008-05-12 18:05:20 +0000339 default for parameter *linejunk* in :func:`ndiff` in older versions.
Georg Brandl116aa622007-08-15 14:28:22 +0000340
341
342.. function:: IS_CHARACTER_JUNK(ch)
343
344 Return true for ignorable characters. The character *ch* is ignorable if *ch*
345 is a space or tab, otherwise it is not ignorable. Used as a default for
346 parameter *charjunk* in :func:`ndiff`.
347
348
349.. seealso::
350
Georg Brandl525d3552014-10-29 10:26:56 +0100351 `Pattern Matching: The Gestalt Approach <http://www.drdobbs.com/database/pattern-matching-the-gestalt-approach/184407970>`_
Georg Brandl116aa622007-08-15 14:28:22 +0000352 Discussion of a similar algorithm by John W. Ratcliff and D. E. Metzener. This
Georg Brandl525d3552014-10-29 10:26:56 +0100353 was published in `Dr. Dobb's Journal <http://www.drdobbs.com/>`_ in July, 1988.
Georg Brandl116aa622007-08-15 14:28:22 +0000354
355
356.. _sequence-matcher:
357
358SequenceMatcher Objects
359-----------------------
360
361The :class:`SequenceMatcher` class has this constructor:
362
363
Terry Reedy99f96372010-11-25 06:12:34 +0000364.. class:: SequenceMatcher(isjunk=None, a='', b='', autojunk=True)
Georg Brandl116aa622007-08-15 14:28:22 +0000365
366 Optional argument *isjunk* must be ``None`` (the default) or a one-argument
367 function that takes a sequence element and returns true if and only if the
368 element is "junk" and should be ignored. Passing ``None`` for *isjunk* is
369 equivalent to passing ``lambda x: 0``; in other words, no elements are ignored.
370 For example, pass::
371
372 lambda x: x in " \t"
373
374 if you're comparing lines as sequences of characters, and don't want to synch up
375 on blanks or hard tabs.
376
377 The optional arguments *a* and *b* are sequences to be compared; both default to
Guido van Rossum2cc30da2007-11-02 23:46:40 +0000378 empty strings. The elements of both sequences must be :term:`hashable`.
Georg Brandl116aa622007-08-15 14:28:22 +0000379
Terry Reedy99f96372010-11-25 06:12:34 +0000380 The optional argument *autojunk* can be used to disable the automatic junk
381 heuristic.
382
Terry Reedydc9b17d2010-11-27 20:52:14 +0000383 .. versionadded:: 3.2
384 The *autojunk* parameter.
385
Terry Reedy74a7c672010-12-03 18:57:42 +0000386 SequenceMatcher objects get three data attributes: *bjunk* is the
Serhiy Storchakafbc1c262013-11-29 12:17:13 +0200387 set of elements of *b* for which *isjunk* is ``True``; *bpopular* is the set of
Terry Reedy17a59252010-12-15 20:18:10 +0000388 non-junk elements considered popular by the heuristic (if it is not
389 disabled); *b2j* is a dict mapping the remaining elements of *b* to a list
390 of positions where they occur. All three are reset whenever *b* is reset
391 with :meth:`set_seqs` or :meth:`set_seq2`.
Terry Reedy74a7c672010-12-03 18:57:42 +0000392
Georg Brandl500be242010-12-03 19:56:42 +0000393 .. versionadded:: 3.2
Terry Reedy74a7c672010-12-03 18:57:42 +0000394 The *bjunk* and *bpopular* attributes.
395
Benjamin Petersone41251e2008-04-25 01:59:09 +0000396 :class:`SequenceMatcher` objects have the following methods:
Georg Brandl116aa622007-08-15 14:28:22 +0000397
Benjamin Petersone41251e2008-04-25 01:59:09 +0000398 .. method:: set_seqs(a, b)
Georg Brandl116aa622007-08-15 14:28:22 +0000399
Benjamin Petersone41251e2008-04-25 01:59:09 +0000400 Set the two sequences to be compared.
Georg Brandl116aa622007-08-15 14:28:22 +0000401
Benjamin Petersone41251e2008-04-25 01:59:09 +0000402 :class:`SequenceMatcher` computes and caches detailed information about the
403 second sequence, so if you want to compare one sequence against many
404 sequences, use :meth:`set_seq2` to set the commonly used sequence once and
405 call :meth:`set_seq1` repeatedly, once for each of the other sequences.
Georg Brandl116aa622007-08-15 14:28:22 +0000406
407
Benjamin Petersone41251e2008-04-25 01:59:09 +0000408 .. method:: set_seq1(a)
Georg Brandl116aa622007-08-15 14:28:22 +0000409
Benjamin Petersone41251e2008-04-25 01:59:09 +0000410 Set the first sequence to be compared. The second sequence to be compared
411 is not changed.
Georg Brandl116aa622007-08-15 14:28:22 +0000412
413
Benjamin Petersone41251e2008-04-25 01:59:09 +0000414 .. method:: set_seq2(b)
Georg Brandl116aa622007-08-15 14:28:22 +0000415
Benjamin Petersone41251e2008-04-25 01:59:09 +0000416 Set the second sequence to be compared. The first sequence to be compared
417 is not changed.
Georg Brandl116aa622007-08-15 14:28:22 +0000418
419
Benjamin Petersone41251e2008-04-25 01:59:09 +0000420 .. method:: find_longest_match(alo, ahi, blo, bhi)
Georg Brandl116aa622007-08-15 14:28:22 +0000421
Benjamin Petersone41251e2008-04-25 01:59:09 +0000422 Find longest matching block in ``a[alo:ahi]`` and ``b[blo:bhi]``.
Georg Brandl116aa622007-08-15 14:28:22 +0000423
Benjamin Petersone41251e2008-04-25 01:59:09 +0000424 If *isjunk* was omitted or ``None``, :meth:`find_longest_match` returns
425 ``(i, j, k)`` such that ``a[i:i+k]`` is equal to ``b[j:j+k]``, where ``alo
426 <= i <= i+k <= ahi`` and ``blo <= j <= j+k <= bhi``. For all ``(i', j',
427 k')`` meeting those conditions, the additional conditions ``k >= k'``, ``i
428 <= i'``, and if ``i == i'``, ``j <= j'`` are also met. In other words, of
429 all maximal matching blocks, return one that starts earliest in *a*, and
430 of all those maximal matching blocks that start earliest in *a*, return
431 the one that starts earliest in *b*.
Georg Brandl116aa622007-08-15 14:28:22 +0000432
Benjamin Petersone41251e2008-04-25 01:59:09 +0000433 >>> s = SequenceMatcher(None, " abcd", "abcd abcd")
434 >>> s.find_longest_match(0, 5, 0, 9)
435 Match(a=0, b=4, size=5)
Georg Brandl116aa622007-08-15 14:28:22 +0000436
Benjamin Petersone41251e2008-04-25 01:59:09 +0000437 If *isjunk* was provided, first the longest matching block is determined
438 as above, but with the additional restriction that no junk element appears
439 in the block. Then that block is extended as far as possible by matching
440 (only) junk elements on both sides. So the resulting block never matches
441 on junk except as identical junk happens to be adjacent to an interesting
442 match.
Georg Brandl116aa622007-08-15 14:28:22 +0000443
Benjamin Petersone41251e2008-04-25 01:59:09 +0000444 Here's the same example as before, but considering blanks to be junk. That
445 prevents ``' abcd'`` from matching the ``' abcd'`` at the tail end of the
446 second sequence directly. Instead only the ``'abcd'`` can match, and
447 matches the leftmost ``'abcd'`` in the second sequence:
Georg Brandl116aa622007-08-15 14:28:22 +0000448
Benjamin Petersone41251e2008-04-25 01:59:09 +0000449 >>> s = SequenceMatcher(lambda x: x==" ", " abcd", "abcd abcd")
450 >>> s.find_longest_match(0, 5, 0, 9)
451 Match(a=1, b=0, size=4)
Georg Brandl116aa622007-08-15 14:28:22 +0000452
Benjamin Petersone41251e2008-04-25 01:59:09 +0000453 If no blocks match, this returns ``(alo, blo, 0)``.
Georg Brandl116aa622007-08-15 14:28:22 +0000454
Benjamin Petersone41251e2008-04-25 01:59:09 +0000455 This method returns a :term:`named tuple` ``Match(a, b, size)``.
Christian Heimes25bb7832008-01-11 16:17:00 +0000456
Georg Brandl116aa622007-08-15 14:28:22 +0000457
Benjamin Petersone41251e2008-04-25 01:59:09 +0000458 .. method:: get_matching_blocks()
Georg Brandl116aa622007-08-15 14:28:22 +0000459
Terry Jan Reedyd9bff4e2018-10-26 23:03:08 -0400460 Return list of triples describing non-overlapping matching subsequences.
461 Each triple is of the form ``(i, j, n)``,
462 and means that ``a[i:i+n] == b[j:j+n]``. The
Benjamin Petersone41251e2008-04-25 01:59:09 +0000463 triples are monotonically increasing in *i* and *j*.
Georg Brandl116aa622007-08-15 14:28:22 +0000464
Benjamin Petersone41251e2008-04-25 01:59:09 +0000465 The last triple is a dummy, and has the value ``(len(a), len(b), 0)``. It
466 is the only triple with ``n == 0``. If ``(i, j, n)`` and ``(i', j', n')``
467 are adjacent triples in the list, and the second is not the last triple in
Terry Jan Reedyd9bff4e2018-10-26 23:03:08 -0400468 the list, then ``i+n < i'`` or ``j+n < j'``; in other words, adjacent
Benjamin Petersone41251e2008-04-25 01:59:09 +0000469 triples always describe non-adjacent equal blocks.
Georg Brandl116aa622007-08-15 14:28:22 +0000470
Benjamin Petersone41251e2008-04-25 01:59:09 +0000471 .. XXX Explain why a dummy is used!
Christian Heimes5b5e81c2007-12-31 16:14:33 +0000472
Benjamin Petersone41251e2008-04-25 01:59:09 +0000473 .. doctest::
Georg Brandl116aa622007-08-15 14:28:22 +0000474
Benjamin Petersone41251e2008-04-25 01:59:09 +0000475 >>> s = SequenceMatcher(None, "abxcd", "abcd")
476 >>> s.get_matching_blocks()
477 [Match(a=0, b=0, size=2), Match(a=3, b=2, size=2), Match(a=5, b=4, size=0)]
Georg Brandl116aa622007-08-15 14:28:22 +0000478
479
Benjamin Petersone41251e2008-04-25 01:59:09 +0000480 .. method:: get_opcodes()
Georg Brandl116aa622007-08-15 14:28:22 +0000481
Benjamin Petersone41251e2008-04-25 01:59:09 +0000482 Return list of 5-tuples describing how to turn *a* into *b*. Each tuple is
483 of the form ``(tag, i1, i2, j1, j2)``. The first tuple has ``i1 == j1 ==
484 0``, and remaining tuples have *i1* equal to the *i2* from the preceding
485 tuple, and, likewise, *j1* equal to the previous *j2*.
Georg Brandl116aa622007-08-15 14:28:22 +0000486
Benjamin Petersone41251e2008-04-25 01:59:09 +0000487 The *tag* values are strings, with these meanings:
Georg Brandl116aa622007-08-15 14:28:22 +0000488
Benjamin Petersone41251e2008-04-25 01:59:09 +0000489 +---------------+---------------------------------------------+
490 | Value | Meaning |
491 +===============+=============================================+
492 | ``'replace'`` | ``a[i1:i2]`` should be replaced by |
493 | | ``b[j1:j2]``. |
494 +---------------+---------------------------------------------+
495 | ``'delete'`` | ``a[i1:i2]`` should be deleted. Note that |
496 | | ``j1 == j2`` in this case. |
497 +---------------+---------------------------------------------+
498 | ``'insert'`` | ``b[j1:j2]`` should be inserted at |
499 | | ``a[i1:i1]``. Note that ``i1 == i2`` in |
500 | | this case. |
501 +---------------+---------------------------------------------+
502 | ``'equal'`` | ``a[i1:i2] == b[j1:j2]`` (the sub-sequences |
503 | | are equal). |
504 +---------------+---------------------------------------------+
Georg Brandl116aa622007-08-15 14:28:22 +0000505
Berker Peksageb2e02b2016-03-11 23:19:48 +0200506 For example::
Georg Brandl116aa622007-08-15 14:28:22 +0000507
Benjamin Petersone41251e2008-04-25 01:59:09 +0000508 >>> a = "qabxcd"
509 >>> b = "abycdf"
510 >>> s = SequenceMatcher(None, a, b)
511 >>> for tag, i1, i2, j1, j2 in s.get_opcodes():
Berker Peksageb2e02b2016-03-11 23:19:48 +0200512 ... print('{:7} a[{}:{}] --> b[{}:{}] {!r:>8} --> {!r}'.format(
513 ... tag, i1, i2, j1, j2, a[i1:i2], b[j1:j2]))
Raymond Hettingerdbb677a2011-04-09 19:41:00 -0700514 delete a[0:1] --> b[0:0] 'q' --> ''
515 equal a[1:3] --> b[0:2] 'ab' --> 'ab'
516 replace a[3:4] --> b[2:3] 'x' --> 'y'
517 equal a[4:6] --> b[3:5] 'cd' --> 'cd'
518 insert a[6:6] --> b[5:6] '' --> 'f'
Georg Brandl116aa622007-08-15 14:28:22 +0000519
520
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000521 .. method:: get_grouped_opcodes(n=3)
Georg Brandl116aa622007-08-15 14:28:22 +0000522
Benjamin Petersone41251e2008-04-25 01:59:09 +0000523 Return a :term:`generator` of groups with up to *n* lines of context.
Georg Brandl116aa622007-08-15 14:28:22 +0000524
Benjamin Petersone41251e2008-04-25 01:59:09 +0000525 Starting with the groups returned by :meth:`get_opcodes`, this method
526 splits out smaller change clusters and eliminates intervening ranges which
527 have no changes.
Georg Brandl116aa622007-08-15 14:28:22 +0000528
Benjamin Petersone41251e2008-04-25 01:59:09 +0000529 The groups are returned in the same format as :meth:`get_opcodes`.
Georg Brandl116aa622007-08-15 14:28:22 +0000530
Georg Brandl116aa622007-08-15 14:28:22 +0000531
Benjamin Petersone41251e2008-04-25 01:59:09 +0000532 .. method:: ratio()
Georg Brandl116aa622007-08-15 14:28:22 +0000533
Benjamin Petersone41251e2008-04-25 01:59:09 +0000534 Return a measure of the sequences' similarity as a float in the range [0,
535 1].
Georg Brandl116aa622007-08-15 14:28:22 +0000536
Benjamin Petersone41251e2008-04-25 01:59:09 +0000537 Where T is the total number of elements in both sequences, and M is the
538 number of matches, this is 2.0\*M / T. Note that this is ``1.0`` if the
539 sequences are identical, and ``0.0`` if they have nothing in common.
Georg Brandl116aa622007-08-15 14:28:22 +0000540
Benjamin Petersone41251e2008-04-25 01:59:09 +0000541 This is expensive to compute if :meth:`get_matching_blocks` or
542 :meth:`get_opcodes` hasn't already been called, in which case you may want
543 to try :meth:`quick_ratio` or :meth:`real_quick_ratio` first to get an
544 upper bound.
Georg Brandl116aa622007-08-15 14:28:22 +0000545
546
Benjamin Petersone41251e2008-04-25 01:59:09 +0000547 .. method:: quick_ratio()
Georg Brandl116aa622007-08-15 14:28:22 +0000548
Benjamin Petersone41251e2008-04-25 01:59:09 +0000549 Return an upper bound on :meth:`ratio` relatively quickly.
Georg Brandl116aa622007-08-15 14:28:22 +0000550
Georg Brandl116aa622007-08-15 14:28:22 +0000551
Benjamin Petersone41251e2008-04-25 01:59:09 +0000552 .. method:: real_quick_ratio()
Georg Brandl116aa622007-08-15 14:28:22 +0000553
Benjamin Petersone41251e2008-04-25 01:59:09 +0000554 Return an upper bound on :meth:`ratio` very quickly.
Georg Brandl116aa622007-08-15 14:28:22 +0000555
Georg Brandl116aa622007-08-15 14:28:22 +0000556
557The three methods that return the ratio of matching to total characters can give
558different results due to differing levels of approximation, although
559:meth:`quick_ratio` and :meth:`real_quick_ratio` are always at least as large as
Christian Heimesfe337bf2008-03-23 21:54:12 +0000560:meth:`ratio`:
Georg Brandl116aa622007-08-15 14:28:22 +0000561
562 >>> s = SequenceMatcher(None, "abcd", "bcde")
563 >>> s.ratio()
564 0.75
565 >>> s.quick_ratio()
566 0.75
567 >>> s.real_quick_ratio()
568 1.0
569
570
571.. _sequencematcher-examples:
572
573SequenceMatcher Examples
574------------------------
575
Terry Reedy74a7c672010-12-03 18:57:42 +0000576This example compares two strings, considering blanks to be "junk":
Georg Brandl116aa622007-08-15 14:28:22 +0000577
578 >>> s = SequenceMatcher(lambda x: x == " ",
579 ... "private Thread currentThread;",
580 ... "private volatile Thread currentThread;")
581
582:meth:`ratio` returns a float in [0, 1], measuring the similarity of the
583sequences. As a rule of thumb, a :meth:`ratio` value over 0.6 means the
Christian Heimesfe337bf2008-03-23 21:54:12 +0000584sequences are close matches:
Georg Brandl116aa622007-08-15 14:28:22 +0000585
Georg Brandl6911e3c2007-09-04 07:15:32 +0000586 >>> print(round(s.ratio(), 3))
Georg Brandl116aa622007-08-15 14:28:22 +0000587 0.866
588
589If you're only interested in where the sequences match,
Christian Heimesfe337bf2008-03-23 21:54:12 +0000590:meth:`get_matching_blocks` is handy:
Georg Brandl116aa622007-08-15 14:28:22 +0000591
592 >>> for block in s.get_matching_blocks():
Georg Brandl6911e3c2007-09-04 07:15:32 +0000593 ... print("a[%d] and b[%d] match for %d elements" % block)
Georg Brandl116aa622007-08-15 14:28:22 +0000594 a[0] and b[0] match for 8 elements
Christian Heimesfe337bf2008-03-23 21:54:12 +0000595 a[8] and b[17] match for 21 elements
Georg Brandl116aa622007-08-15 14:28:22 +0000596 a[29] and b[38] match for 0 elements
597
598Note that the last tuple returned by :meth:`get_matching_blocks` is always a
599dummy, ``(len(a), len(b), 0)``, and this is the only case in which the last
600tuple element (number of elements matched) is ``0``.
601
602If you want to know how to change the first sequence into the second, use
Christian Heimesfe337bf2008-03-23 21:54:12 +0000603:meth:`get_opcodes`:
Georg Brandl116aa622007-08-15 14:28:22 +0000604
605 >>> for opcode in s.get_opcodes():
Georg Brandl6911e3c2007-09-04 07:15:32 +0000606 ... print("%6s a[%d:%d] b[%d:%d]" % opcode)
Georg Brandl116aa622007-08-15 14:28:22 +0000607 equal a[0:8] b[0:8]
608 insert a[8:8] b[8:17]
Christian Heimesfe337bf2008-03-23 21:54:12 +0000609 equal a[8:29] b[17:38]
Georg Brandl116aa622007-08-15 14:28:22 +0000610
Raymond Hettinger58c8c262009-04-27 21:01:21 +0000611.. seealso::
612
613 * The :func:`get_close_matches` function in this module which shows how
614 simple code building on :class:`SequenceMatcher` can be used to do useful
615 work.
616
617 * `Simple version control recipe
Serhiy Storchaka6dff0202016-05-07 10:49:07 +0300618 <https://code.activestate.com/recipes/576729/>`_ for a small application
Raymond Hettinger58c8c262009-04-27 21:01:21 +0000619 built with :class:`SequenceMatcher`.
Georg Brandl116aa622007-08-15 14:28:22 +0000620
621
622.. _differ-objects:
623
624Differ Objects
625--------------
626
627Note that :class:`Differ`\ -generated deltas make no claim to be **minimal**
628diffs. To the contrary, minimal diffs are often counter-intuitive, because they
629synch up anywhere possible, sometimes accidental matches 100 pages apart.
630Restricting synch points to contiguous matches preserves some notion of
631locality, at the occasional cost of producing a longer diff.
632
633The :class:`Differ` class has this constructor:
634
635
Georg Brandlc2a4f4f2009-04-10 09:03:43 +0000636.. class:: Differ(linejunk=None, charjunk=None)
Georg Brandl116aa622007-08-15 14:28:22 +0000637
638 Optional keyword parameters *linejunk* and *charjunk* are for filter functions
639 (or ``None``):
640
641 *linejunk*: A function that accepts a single string argument, and returns true
642 if the string is junk. The default is ``None``, meaning that no line is
643 considered junk.
644
645 *charjunk*: A function that accepts a single character argument (a string of
646 length 1), and returns true if the character is junk. The default is ``None``,
647 meaning that no character is considered junk.
648
Andrew Kuchlingc51da2b2014-03-19 16:43:06 -0400649 These junk-filtering functions speed up matching to find
650 differences and do not cause any differing lines or characters to
651 be ignored. Read the description of the
652 :meth:`~SequenceMatcher.find_longest_match` method's *isjunk*
653 parameter for an explanation.
654
Benjamin Petersone41251e2008-04-25 01:59:09 +0000655 :class:`Differ` objects are used (deltas generated) via a single method:
Georg Brandl116aa622007-08-15 14:28:22 +0000656
657
Benjamin Petersone41251e2008-04-25 01:59:09 +0000658 .. method:: Differ.compare(a, b)
Georg Brandl116aa622007-08-15 14:28:22 +0000659
Benjamin Petersone41251e2008-04-25 01:59:09 +0000660 Compare two sequences of lines, and generate the delta (a sequence of lines).
Georg Brandl116aa622007-08-15 14:28:22 +0000661
Serhiy Storchakabfdcd432013-10-13 23:09:14 +0300662 Each sequence must contain individual single-line strings ending with
663 newlines. Such sequences can be obtained from the
664 :meth:`~io.IOBase.readlines` method of file-like objects. The delta
665 generated also consists of newline-terminated strings, ready to be
666 printed as-is via the :meth:`~io.IOBase.writelines` method of a
667 file-like object.
Georg Brandl116aa622007-08-15 14:28:22 +0000668
669
670.. _differ-examples:
671
672Differ Example
673--------------
674
675This example compares two texts. First we set up the texts, sequences of
676individual single-line strings ending with newlines (such sequences can also be
Serhiy Storchakabfdcd432013-10-13 23:09:14 +0300677obtained from the :meth:`~io.BaseIO.readlines` method of file-like objects):
Georg Brandl116aa622007-08-15 14:28:22 +0000678
679 >>> text1 = ''' 1. Beautiful is better than ugly.
680 ... 2. Explicit is better than implicit.
681 ... 3. Simple is better than complex.
682 ... 4. Complex is better than complicated.
Terry Jan Reedybddecc32014-04-18 17:00:19 -0400683 ... '''.splitlines(keepends=True)
Georg Brandl116aa622007-08-15 14:28:22 +0000684 >>> len(text1)
685 4
686 >>> text1[0][-1]
687 '\n'
688 >>> text2 = ''' 1. Beautiful is better than ugly.
689 ... 3. Simple is better than complex.
690 ... 4. Complicated is better than complex.
691 ... 5. Flat is better than nested.
Terry Jan Reedybddecc32014-04-18 17:00:19 -0400692 ... '''.splitlines(keepends=True)
Georg Brandl116aa622007-08-15 14:28:22 +0000693
Christian Heimesfe337bf2008-03-23 21:54:12 +0000694Next we instantiate a Differ object:
Georg Brandl116aa622007-08-15 14:28:22 +0000695
696 >>> d = Differ()
697
698Note that when instantiating a :class:`Differ` object we may pass functions to
699filter out line and character "junk." See the :meth:`Differ` constructor for
700details.
701
Christian Heimesfe337bf2008-03-23 21:54:12 +0000702Finally, we compare the two:
Georg Brandl116aa622007-08-15 14:28:22 +0000703
704 >>> result = list(d.compare(text1, text2))
705
Christian Heimesfe337bf2008-03-23 21:54:12 +0000706``result`` is a list of strings, so let's pretty-print it:
Georg Brandl116aa622007-08-15 14:28:22 +0000707
708 >>> from pprint import pprint
709 >>> pprint(result)
710 [' 1. Beautiful is better than ugly.\n',
711 '- 2. Explicit is better than implicit.\n',
712 '- 3. Simple is better than complex.\n',
713 '+ 3. Simple is better than complex.\n',
Christian Heimesfe337bf2008-03-23 21:54:12 +0000714 '? ++\n',
Georg Brandl116aa622007-08-15 14:28:22 +0000715 '- 4. Complex is better than complicated.\n',
Christian Heimesfe337bf2008-03-23 21:54:12 +0000716 '? ^ ---- ^\n',
Georg Brandl116aa622007-08-15 14:28:22 +0000717 '+ 4. Complicated is better than complex.\n',
Christian Heimesfe337bf2008-03-23 21:54:12 +0000718 '? ++++ ^ ^\n',
Georg Brandl116aa622007-08-15 14:28:22 +0000719 '+ 5. Flat is better than nested.\n']
720
Christian Heimesfe337bf2008-03-23 21:54:12 +0000721As a single multi-line string it looks like this:
Georg Brandl116aa622007-08-15 14:28:22 +0000722
723 >>> import sys
724 >>> sys.stdout.writelines(result)
725 1. Beautiful is better than ugly.
726 - 2. Explicit is better than implicit.
727 - 3. Simple is better than complex.
728 + 3. Simple is better than complex.
729 ? ++
730 - 4. Complex is better than complicated.
731 ? ^ ---- ^
732 + 4. Complicated is better than complex.
733 ? ++++ ^ ^
734 + 5. Flat is better than nested.
735
Christian Heimes8640e742008-02-23 16:23:06 +0000736
737.. _difflib-interface:
738
739A command-line interface to difflib
740-----------------------------------
741
742This example shows how to use difflib to create a ``diff``-like utility.
743It is also contained in the Python source distribution, as
744:file:`Tools/scripts/diff.py`.
745
Berker Peksag707deb92015-07-30 00:03:48 +0300746.. literalinclude:: ../../Tools/scripts/diff.py