1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
|
<?php
/**
* New version of the difference engine
*
* Copyright © 2008 Guy Van den Broeck <guy@guyvdb.eu>
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the Free Software
* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
* http://www.gnu.org/copyleft/gpl.html
*
* @file
* @ingroup DifferenceEngine
*/
/**
* This diff implementation is mainly lifted from the LCS algorithm of the Eclipse project which
* in turn is based on Myers' "An O(ND) difference algorithm and its variations"
* (http://citeseer.ist.psu.edu/myers86ond.html) with range compression (see Wu et al.'s
* "An O(NP) Sequence Comparison Algorithm").
*
* This implementation supports an upper bound on the excution time.
*
* Complexity: O((M + N)D) worst case time, O(M + N + D^2) expected time, O(M + N) space
*
* @author Guy Van den Broeck
* @ingroup DifferenceEngine
*/
class WikiDiff3 {
// Input variables
private $from;
private $to;
private $m;
private $n;
private $tooLong;
private $powLimit;
// State variables
private $maxDifferences;
private $lcsLengthCorrectedForHeuristic = false;
// Output variables
public $length;
public $removed;
public $added;
public $heuristicUsed;
function __construct( $tooLong = 2000000, $powLimit = 1.45 ) {
$this->tooLong = $tooLong;
$this->powLimit = $powLimit;
}
public function diff( /*array*/ $from, /*array*/ $to ) {
// remember initial lengths
$m = sizeof( $from );
$n = count( $to );
$this->heuristicUsed = false;
// output
$removed = $m > 0 ? array_fill( 0, $m, true ) : array();
$added = $n > 0 ? array_fill( 0, $n, true ) : array();
// reduce the complexity for the next step (intentionally done twice)
// remove common tokens at the start
$i = 0;
while ( $i < $m && $i < $n && $from[$i] === $to[$i] ) {
$removed[$i] = $added[$i] = false;
unset( $from[$i], $to[$i] );
++$i;
}
// remove common tokens at the end
$j = 1;
while ( $i + $j <= $m && $i + $j <= $n && $from[$m - $j] === $to[$n - $j] ) {
$removed[$m - $j] = $added[$n - $j] = false;
unset( $from[$m - $j], $to[$n - $j] );
++$j;
}
$this->from = $newFromIndex = $this->to = $newToIndex = array();
// remove tokens not in both sequences
$shared = array();
foreach ( $from as $key ) {
$shared[$key] = false;
}
foreach ( $to as $index => &$el ) {
if ( array_key_exists( $el, $shared ) ) {
// keep it
$this->to[] = $el;
$shared[$el] = true;
$newToIndex[] = $index;
}
}
foreach ( $from as $index => &$el ) {
if ( $shared[$el] ) {
// keep it
$this->from[] = $el;
$newFromIndex[] = $index;
}
}
unset( $shared, $from, $to );
$this->m = count( $this->from );
$this->n = count( $this->to );
$this->removed = $this->m > 0 ? array_fill( 0, $this->m, true ) : array();
$this->added = $this->n > 0 ? array_fill( 0, $this->n, true ) : array();
if ( $this->m == 0 || $this->n == 0 ) {
$this->length = 0;
} else {
$this->maxDifferences = ceil( ( $this->m + $this->n ) / 2.0 );
if ( $this->m * $this->n > $this->tooLong ) {
// limit complexity to D^POW_LIMIT for long sequences
$this->maxDifferences = floor( pow( $this->maxDifferences, $this->powLimit - 1.0 ) );
wfDebug( "Limiting max number of differences to $this->maxDifferences\n" );
}
/*
* The common prefixes and suffixes are always part of some LCS, include
* them now to reduce our search space
*/
$max = min( $this->m, $this->n );
for ( $forwardBound = 0; $forwardBound < $max
&& $this->from[$forwardBound] === $this->to[$forwardBound];
++$forwardBound ) {
$this->removed[$forwardBound] = $this->added[$forwardBound] = false;
}
$backBoundL1 = $this->m - 1;
$backBoundL2 = $this->n - 1;
while ( $backBoundL1 >= $forwardBound && $backBoundL2 >= $forwardBound
&& $this->from[$backBoundL1] === $this->to[$backBoundL2] ) {
$this->removed[$backBoundL1--] = $this->added[$backBoundL2--] = false;
}
$temp = array_fill( 0, $this->m + $this->n + 1, 0 );
$V = array( $temp, $temp );
$snake = array( 0, 0, 0 );
$this->length = $forwardBound + $this->m - $backBoundL1 - 1
+ $this->lcs_rec( $forwardBound, $backBoundL1,
$forwardBound, $backBoundL2, $V, $snake );
}
$this->m = $m;
$this->n = $n;
$this->length += $i + $j - 1;
foreach ( $this->removed as $key => &$removed_elem ) {
if ( !$removed_elem ) {
$removed[$newFromIndex[$key]] = false;
}
}
foreach ( $this->added as $key => &$added_elem ) {
if ( !$added_elem ) {
$added[$newToIndex[$key]] = false;
}
}
$this->removed = $removed;
$this->added = $added;
}
function diff_range( $from_lines, $to_lines ) {
// Diff and store locally
$this->diff( $from_lines, $to_lines );
unset( $from_lines, $to_lines );
$ranges = array();
$xi = $yi = 0;
while ( $xi < $this->m || $yi < $this->n ) {
// Matching "snake".
while ( $xi < $this->m && $yi < $this->n
&& !$this->removed[$xi]
&& !$this->added[$yi] ) {
++$xi;
++$yi;
}
// Find deletes & adds.
$xstart = $xi;
while ( $xi < $this->m && $this->removed[$xi] ) {
++$xi;
}
$ystart = $yi;
while ( $yi < $this->n && $this->added[$yi] ) {
++$yi;
}
if ( $xi > $xstart || $yi > $ystart ) {
$ranges[] = new RangeDifference( $xstart, $xi,
$ystart, $yi );
}
}
return $ranges;
}
private function lcs_rec( $bottoml1, $topl1, $bottoml2, $topl2, &$V, &$snake ) {
// check that both sequences are non-empty
if ( $bottoml1 > $topl1 || $bottoml2 > $topl2 ) {
return 0;
}
$d = $this->find_middle_snake( $bottoml1, $topl1, $bottoml2,
$topl2, $V, $snake );
// need to store these so we don't lose them when they're
// overwritten by the recursion
$len = $snake[2];
$startx = $snake[0];
$starty = $snake[1];
// the middle snake is part of the LCS, store it
for ( $i = 0; $i < $len; ++$i ) {
$this->removed[$startx + $i] = $this->added[$starty + $i] = false;
}
if ( $d > 1 ) {
return $len
+ $this->lcs_rec( $bottoml1, $startx - 1, $bottoml2,
$starty - 1, $V, $snake )
+ $this->lcs_rec( $startx + $len, $topl1, $starty + $len,
$topl2, $V, $snake );
} elseif ( $d == 1 ) {
/*
* In this case the sequences differ by exactly 1 line. We have
* already saved all the lines after the difference in the for loop
* above, now we need to save all the lines before the difference.
*/
$max = min( $startx - $bottoml1, $starty - $bottoml2 );
for ( $i = 0; $i < $max; ++$i ) {
$this->removed[$bottoml1 + $i] =
$this->added[$bottoml2 + $i] = false;
}
return $max + $len;
}
return $len;
}
private function find_middle_snake( $bottoml1, $topl1, $bottoml2, $topl2, &$V, &$snake ) {
$from = &$this->from;
$to = &$this->to;
$V0 = &$V[0];
$V1 = &$V[1];
$snake0 = &$snake[0];
$snake1 = &$snake[1];
$snake2 = &$snake[2];
$bottoml1_min_1 = $bottoml1 -1;
$bottoml2_min_1 = $bottoml2 -1;
$N = $topl1 - $bottoml1_min_1;
$M = $topl2 - $bottoml2_min_1;
$delta = $N - $M;
$maxabsx = $N + $bottoml1;
$maxabsy = $M + $bottoml2;
$limit = min( $this->maxDifferences, ceil( ( $N + $M ) / 2 ) );
// value_to_add_forward: a 0 or 1 that we add to the start
// offset to make it odd/even
if ( ( $M & 1 ) == 1 ) {
$value_to_add_forward = 1;
} else {
$value_to_add_forward = 0;
}
if ( ( $N & 1 ) == 1 ) {
$value_to_add_backward = 1;
} else {
$value_to_add_backward = 0;
}
$start_forward = -$M;
$end_forward = $N;
$start_backward = -$N;
$end_backward = $M;
$limit_min_1 = $limit - 1;
$limit_plus_1 = $limit + 1;
$V0[$limit_plus_1] = 0;
$V1[$limit_min_1] = $N;
$limit = min( $this->maxDifferences, ceil( ( $N + $M ) / 2 ) );
if ( ( $delta & 1 ) == 1 ) {
for ( $d = 0; $d <= $limit; ++$d ) {
$start_diag = max( $value_to_add_forward + $start_forward, -$d );
$end_diag = min( $end_forward, $d );
$value_to_add_forward = 1 - $value_to_add_forward;
// compute forward furthest reaching paths
for ( $k = $start_diag; $k <= $end_diag; $k += 2 ) {
if ( $k == -$d || ( $k < $d
&& $V0[$limit_min_1 + $k] < $V0[$limit_plus_1 + $k] ) ) {
$x = $V0[$limit_plus_1 + $k];
} else {
$x = $V0[$limit_min_1 + $k] + 1;
}
$absx = $snake0 = $x + $bottoml1;
$absy = $snake1 = $x - $k + $bottoml2;
while ( $absx < $maxabsx && $absy < $maxabsy && $from[$absx] === $to[$absy] ) {
++$absx;
++$absy;
}
$x = $absx -$bottoml1;
$snake2 = $absx -$snake0;
$V0[$limit + $k] = $x;
if ( $k >= $delta - $d + 1 && $k <= $delta + $d - 1
&& $x >= $V1[$limit + $k - $delta] ) {
return 2 * $d - 1;
}
// check to see if we can cut down the diagonal range
if ( $x >= $N && $end_forward > $k - 1 ) {
$end_forward = $k - 1;
} elseif ( $absy - $bottoml2 >= $M ) {
$start_forward = $k + 1;
$value_to_add_forward = 0;
}
}
$start_diag = max( $value_to_add_backward + $start_backward, -$d );
$end_diag = min( $end_backward, $d );
$value_to_add_backward = 1 - $value_to_add_backward;
// compute backward furthest reaching paths
for ( $k = $start_diag; $k <= $end_diag; $k += 2 ) {
if ( $k == $d
|| ( $k != -$d && $V1[$limit_min_1 + $k] < $V1[$limit_plus_1 + $k] ) ) {
$x = $V1[$limit_min_1 + $k];
} else {
$x = $V1[$limit_plus_1 + $k] - 1;
}
$y = $x - $k - $delta;
$snake2 = 0;
while ( $x > 0 && $y > 0
&& $from[$x + $bottoml1_min_1] === $to[$y + $bottoml2_min_1] ) {
--$x;
--$y;
++$snake2;
}
$V1[$limit + $k] = $x;
// check to see if we can cut down our diagonal range
if ( $x <= 0 ) {
$start_backward = $k + 1;
$value_to_add_backward = 0;
} elseif ( $y <= 0 && $end_backward > $k - 1 ) {
$end_backward = $k - 1;
}
}
}
} else {
for ( $d = 0; $d <= $limit; ++$d ) {
$start_diag = max( $value_to_add_forward + $start_forward, -$d );
$end_diag = min( $end_forward, $d );
$value_to_add_forward = 1 - $value_to_add_forward;
// compute forward furthest reaching paths
for ( $k = $start_diag; $k <= $end_diag; $k += 2 ) {
if ( $k == -$d
|| ( $k < $d && $V0[$limit_min_1 + $k] < $V0[$limit_plus_1 + $k] ) ) {
$x = $V0[$limit_plus_1 + $k];
} else {
$x = $V0[$limit_min_1 + $k] + 1;
}
$absx = $snake0 = $x + $bottoml1;
$absy = $snake1 = $x - $k + $bottoml2;
while ( $absx < $maxabsx && $absy < $maxabsy && $from[$absx] === $to[$absy] ) {
++$absx;
++$absy;
}
$x = $absx -$bottoml1;
$snake2 = $absx -$snake0;
$V0[$limit + $k] = $x;
// check to see if we can cut down the diagonal range
if ( $x >= $N && $end_forward > $k - 1 ) {
$end_forward = $k - 1;
} elseif ( $absy -$bottoml2 >= $M ) {
$start_forward = $k + 1;
$value_to_add_forward = 0;
}
}
$start_diag = max( $value_to_add_backward + $start_backward, -$d );
$end_diag = min( $end_backward, $d );
$value_to_add_backward = 1 - $value_to_add_backward;
// compute backward furthest reaching paths
for ( $k = $start_diag; $k <= $end_diag; $k += 2 ) {
if ( $k == $d
|| ( $k != -$d && $V1[$limit_min_1 + $k] < $V1[$limit_plus_1 + $k] ) ) {
$x = $V1[$limit_min_1 + $k];
} else {
$x = $V1[$limit_plus_1 + $k] - 1;
}
$y = $x - $k - $delta;
$snake2 = 0;
while ( $x > 0 && $y > 0
&& $from[$x + $bottoml1_min_1] === $to[$y + $bottoml2_min_1] ) {
--$x;
--$y;
++$snake2;
}
$V1[$limit + $k] = $x;
if ( $k >= -$delta - $d && $k <= $d - $delta
&& $x <= $V0[$limit + $k + $delta] ) {
$snake0 = $bottoml1 + $x;
$snake1 = $bottoml2 + $y;
return 2 * $d;
}
// check to see if we can cut down our diagonal range
if ( $x <= 0 ) {
$start_backward = $k + 1;
$value_to_add_backward = 0;
} elseif ( $y <= 0 && $end_backward > $k - 1 ) {
$end_backward = $k - 1;
}
}
}
}
/*
* computing the true LCS is too expensive, instead find the diagonal
* with the most progress and pretend a midle snake of length 0 occurs
* there.
*/
$most_progress = self::findMostProgress( $M, $N, $limit, $V );
$snake0 = $bottoml1 + $most_progress[0];
$snake1 = $bottoml2 + $most_progress[1];
$snake2 = 0;
wfDebug( "Computing the LCS is too expensive. Using a heuristic.\n" );
$this->heuristicUsed = true;
return 5; /*
* HACK: since we didn't really finish the LCS computation
* we don't really know the length of the SES. We don't do
* anything with the result anyway, unless it's <=1. We know
* for a fact SES > 1 so 5 is as good a number as any to
* return here
*/
}
private static function findMostProgress( $M, $N, $limit, $V ) {
$delta = $N - $M;
if ( ( $M & 1 ) == ( $limit & 1 ) ) {
$forward_start_diag = max( -$M, -$limit );
} else {
$forward_start_diag = max( 1 - $M, -$limit );
}
$forward_end_diag = min( $N, $limit );
if ( ( $N & 1 ) == ( $limit & 1 ) ) {
$backward_start_diag = max( -$N, -$limit );
} else {
$backward_start_diag = max( 1 - $N, -$limit );
}
$backward_end_diag = -min( $M, $limit );
$temp = array( 0, 0, 0 );
$max_progress = array_fill( 0, ceil( max( $forward_end_diag - $forward_start_diag,
$backward_end_diag - $backward_start_diag ) / 2 ), $temp );
$num_progress = 0; // the 1st entry is current, it is initialized
// with 0s
// first search the forward diagonals
for ( $k = $forward_start_diag; $k <= $forward_end_diag; $k += 2 ) {
$x = $V[0][$limit + $k];
$y = $x - $k;
if ( $x > $N || $y > $M ) {
continue;
}
$progress = $x + $y;
if ( $progress > $max_progress[0][2] ) {
$num_progress = 0;
$max_progress[0][0] = $x;
$max_progress[0][1] = $y;
$max_progress[0][2] = $progress;
} elseif ( $progress == $max_progress[0][2] ) {
++$num_progress;
$max_progress[$num_progress][0] = $x;
$max_progress[$num_progress][1] = $y;
$max_progress[$num_progress][2] = $progress;
}
}
$max_progress_forward = true; // initially the maximum
// progress is in the forward
// direction
// now search the backward diagonals
for ( $k = $backward_start_diag; $k <= $backward_end_diag; $k += 2 ) {
$x = $V[1][$limit + $k];
$y = $x - $k - $delta;
if ( $x < 0 || $y < 0 ) {
continue;
}
$progress = $N - $x + $M - $y;
if ( $progress > $max_progress[0][2] ) {
$num_progress = 0;
$max_progress_forward = false;
$max_progress[0][0] = $x;
$max_progress[0][1] = $y;
$max_progress[0][2] = $progress;
} elseif ( $progress == $max_progress[0][2] && !$max_progress_forward ) {
++$num_progress;
$max_progress[$num_progress][0] = $x;
$max_progress[$num_progress][1] = $y;
$max_progress[$num_progress][2] = $progress;
}
}
// return the middle diagonal with maximal progress.
return $max_progress[floor( $num_progress / 2 )];
}
public function getLcsLength() {
if ( $this->heuristicUsed && !$this->lcsLengthCorrectedForHeuristic ) {
$this->lcsLengthCorrectedForHeuristic = true;
$this->length = $this->m -array_sum( $this->added );
}
return $this->length;
}
}
/**
* Alternative representation of a set of changes, by the index
* ranges that are changed.
*
* @ingroup DifferenceEngine
*/
class RangeDifference {
public $leftstart;
public $leftend;
public $leftlength;
public $rightstart;
public $rightend;
public $rightlength;
function __construct( $leftstart, $leftend, $rightstart, $rightend ) {
$this->leftstart = $leftstart;
$this->leftend = $leftend;
$this->leftlength = $leftend - $leftstart;
$this->rightstart = $rightstart;
$this->rightend = $rightend;
$this->rightlength = $rightend - $rightstart;
}
}
|