;;;; "differ.scm" O(NP) Sequence Comparison Algorithm. ;;; Copyright (C) 2001, 2002, 2003, 2004, 2007 Aubrey Jaffer ; ;Permission to copy this software, to modify it, to redistribute it, ;to distribute modified versions, and to use it for any purpose is ;granted, subject to the following restrictions and understandings. ; ;1. Any copy made of this software must include this copyright notice ;in full. ; ;2. I have made no warranty or representation that the operation of ;this software will be error-free, and I am under no obligation to ;provide any services, by way of maintenance, update, or otherwise. ; ;3. In conjunction with products arising from the use of this ;material, there shall be no use of my name in any advertising, ;promotional, or sales literature without prior written consent in ;each case. ;;@noindent ;;@code{diff:edit-length} implements the algorithm: ;; ;;@ifinfo ;;@example ;;S. Wu, E. Myers, U. Manber, and W. Miller, ;; "An O(NP) Sequence Comparison Algorithm," ;; Information Processing Letters 35, 6 (1990), 317-323. ;; @url{http://www.cs.arizona.edu/people/gene/PAPERS/np_diff.ps} ;;@end example ;;@end ifinfo ;;@ifset html ;;S. Wu, ;;E. Myers, U. Manber, and W. Miller, ;; ;;"An O(NP) Sequence Comparison Algorithm", ;;Information Processing Letters 35, 6 (1990), 317-323. ;;@end ifset ;; ;;@noindent ;;The values returned by @code{diff:edit-length} can be used to gauge ;;the degree of match between two sequences. ;; ;;@noindent ;;@code{diff:edits} and @code{diff:longest-common-subsequence} combine ;;the algorithm with the divide-and-conquer method outlined in: ;; ;;@ifinfo ;;@example ;;E. Myers and W. Miller, ;; "Optimal alignments in linear space", ;; Computer Application in the Biosciences (CABIOS), 4(1):11-17, 1988. ;; @url{http://www.cs.arizona.edu/people/gene/PAPERS/linear.ps} ;;@end example ;;@end ifinfo ;;@ifset html ;; ;;E. Myers, and W. Miller, ;; ;;"Optimal alignments in linear space", ;;Computer Application in the Biosciences (CABIOS), 4(1):11-17, 1988. ;;@end ifset ;; ;;@noindent ;;If the items being sequenced are text lines, then the computed ;;edit-list is equivalent to the output of the @dfn{diff} utility ;;program. If the items being sequenced are words, then it is like the ;;lesser known @dfn{spiff} program. (require 'array) ;;; p-lim is half the number of gratuitous edits for strings of given ;;; lengths. ;;; When passed #f CC, fp:compare returns edit-distance if successful; ;;; #f otherwise (p > p-lim). When passed CC, fp:compare returns #f. (define (fp:compare fp fpoff CC A M B N p-lim) (define Delta (- N M)) ;;(if (negative? Delta) (slib:error 'fp:compare (fp:subarray A 0 M) '> (fp:subarray B 0 N))) ;;(set! compares (+ 1 compares)) ;(print 'fp:compare M N p-lim) (let loop ((p 0)) (do ((k (- p) (+ 1 k))) ((>= k Delta)) (fp:run fp fpoff k A M B N CC p)) (do ((k (+ Delta p) (+ -1 k))) ((<= k Delta)) (fp:run fp fpoff k A M B N CC p)) (let ((fpval (fp:run fp fpoff Delta A M B N CC p))) ;; At this point, the cost to (fpval-Delta, fpval) is Delta + 2*p (cond ((and (not CC) (<= N fpval)) (+ Delta (* 2 p))) ((and (not (negative? p-lim)) (>= p p-lim)) #f) (else (loop (+ 1 p))))))) ;;; Traces runs of matches until they end; then set fp[k]=y. ;;; If CC is supplied, set each CC[y] = min(CC[y], cost) for run. ;;; Returns furthest y reached. (define (fp:run fp fpoff k A M B N CC p) (define cost (+ k p p)) (let snloop ((y (max (+ (array-ref fp (+ -1 k fpoff)) 1) (array-ref fp (+ 1 k fpoff))))) (define x (- y k)) (and CC (<= y N) (let ((xcst (- M x))) (cond ((negative? xcst)) (else (array-set! CC (min (+ xcst cost) (array-ref CC y)) y))))) ;;(set! tick (+ 1 tick)) (cond ((and (< x M) (< y N) (eqv? (array-ref A x) (array-ref B y))) (snloop (+ 1 y))) (else (array-set! fp y (+ fpoff k)) y)))) ;;; Check that only 1 and -1 steps between adjacent CC entries. ;;(define (fp:step-check A M B N CC) ;; (do ((cdx (+ -1 N) (+ -1 cdx))) ;; ((negative? cdx)) ;; (case (- (array-ref CC cdx) (array-ref CC (+ 1 cdx))) ;; ((1 -1) #t) ;; (else (cond ((> 30 (car (array-dimensions CC))) ;; (display "A: ") (print A) ;; (display "B: ") (print B))) ;; (slib:warn ;; "CC" (append (list (max 0 (+ -5 cdx)) ': (min (+ 1 N) (+ 5 cdx)) ;; 'of) ;; (array-dimensions CC)) ;; (fp:subarray CC (max 0 (+ -5 cdx)) (min (+ 1 N) (+ 5 cdx)))))))) ;;; Correct cost jumps left by fp:compare [which visits only a few (x,y)]. ;;(define (smooth-costs CC N) ;; (do ((cdx (+ -1 N) (+ -1 cdx))) ; smooth from end ;; ((negative? cdx)) ;; (array-set! CC (min (array-ref CC cdx) (+ 1 (array-ref CC (+ 1 cdx)))) ;; cdx)) ;; (do ((cdx 1 (+ 1 cdx))) ; smooth toward end ;; ((> cdx N)) ;; (array-set! CC (min (array-ref CC cdx) (+ 1 (array-ref CC (+ -1 cdx)))) ;; cdx)) ;; CC) (define (diff:mid-split N RR CC cost) ;; RR is not longer than CC. So do for each element of RR. (let loop ((cdx (+ 1 (quotient N 2))) (rdx (quotient N 2))) ;;(if (negative? rdx) (slib:error 'negative? 'rdx)) (cond ((eqv? cost (+ (array-ref CC rdx) (array-ref RR (- N rdx)))) rdx) ((eqv? cost (+ (array-ref CC cdx) (array-ref RR (- N cdx)))) cdx) (else (loop (+ 1 cdx) (+ -1 rdx)))))) ;;; Return 0-based shared array. ;;; Reverse RA if END < START. (define (fp:subarray RA start end) (define n-len (abs (- end start))) (if (< end start) (make-shared-array RA (lambda (idx) (list (+ -1 (- start idx)))) n-len) (make-shared-array RA (lambda (idx) (list (+ start idx))) n-len))) (define (fp:init! fp fpoff fill mindx maxdx) (define mlim (+ fpoff mindx)) (do ((idx (+ fpoff maxdx) (+ -1 idx))) ((< idx mlim)) (array-set! fp fill idx))) ;;; Split A[start-a..end-a] (shorter array) into smaller and smaller chunks. ;;; EDX is index into EDITS. ;;; EPO is insert/delete polarity (+1 or -1) (define (diff:divide-and-conquer fp fpoff CCRR A start-a end-a B start-b end-b edits edx epo p-lim) (define mid-a (quotient (+ start-a end-a) 2)) (define len-b (- end-b start-b)) (define len-a (- end-a start-a)) (let ((tcst (+ p-lim p-lim (- len-b len-a)))) (define CC (fp:subarray CCRR 0 (+ len-b 1))) (define RR (fp:subarray CCRR (+ len-b 1) (* 2 (+ len-b 1)))) (define M2 (- end-a mid-a)) (define M1 (- mid-a start-a)) (fp:init! CC 0 (+ len-a len-b) 0 len-b) (fp:init! fp fpoff -1 (- (+ 1 p-lim)) (+ 1 p-lim (- len-b M1))) (fp:compare fp fpoff CC (fp:subarray A start-a mid-a) M1 (fp:subarray B start-b end-b) len-b (min p-lim len-a)) (fp:init! RR 0 (+ len-a len-b) 0 len-b) (fp:init! fp fpoff -1 (- (+ 1 p-lim)) (+ 1 p-lim (- len-b M2))) (fp:compare fp fpoff RR (fp:subarray A end-a mid-a) M2 (fp:subarray B end-b start-b) len-b (min p-lim len-a)) ;;(smooth-costs CC len-b) (smooth-costs RR len-b) (let ((b-splt (diff:mid-split len-b RR CC tcst))) (define est-c (array-ref CC b-splt)) (define est-r (array-ref RR (- len-b b-splt))) ;;(display "A: ") (array-for-each display (fp:subarray A start-a mid-a)) (display " + ") (array-for-each display (fp:subarray A mid-a end-a)) (newline) ;;(display "B: ") (array-for-each display (fp:subarray B start-b end-b)) (newline) ;;(print 'cc cc) (print 'rr (fp:subarray RR (+ 1 len-b) 0)) ;;(print (make-string (+ 12 (* 2 b-splt)) #\-) '^ (list b-splt)) (check-cost! 'CC est-c (diff2et fp fpoff CCRR A start-a mid-a B start-b (+ start-b b-splt) edits edx epo (quotient (- est-c (- b-splt (- mid-a start-a))) 2))) (check-cost! 'RR est-r (diff2et fp fpoff CCRR A mid-a end-a B (+ start-b b-splt) end-b edits (+ est-c edx) epo (quotient (- est-r (- (- len-b b-splt) (- end-a mid-a))) 2))) (+ est-c est-r)))) ;;; Trim; then diff sub-arrays; either one longer. Returns edit-length (define (diff2et fp fpoff CCRR A start-a end-a B start-b end-b edits edx epo p-lim) ;; (if (< (- end-a start-a) p-lim) (slib:warn 'diff2et 'len-a (- end-a start-a) 'len-b (- end-b start-b) 'p-lim p-lim)) (do ((bdx (+ -1 end-b) (+ -1 bdx)) (adx (+ -1 end-a) (+ -1 adx))) ((not (and (<= start-b bdx) (<= start-a adx) (eqv? (array-ref A adx) (array-ref B bdx)))) (do ((bsx start-b (+ 1 bsx)) (asx start-a (+ 1 asx))) ((not (and (< bsx bdx) (< asx adx) (eqv? (array-ref A asx) (array-ref B bsx)))) ;;(print 'trim-et (- asx start-a) '+ (- end-a adx)) (let ((delta (- (- bdx bsx) (- adx asx)))) (if (negative? delta) (diff2ez fp fpoff CCRR B bsx (+ 1 bdx) A asx (+ 1 adx) edits edx (- epo) (+ delta p-lim)) (diff2ez fp fpoff CCRR A asx (+ 1 adx) B bsx (+ 1 bdx) edits edx epo p-lim)))) ;;(set! tick (+ 1 tick)) )) ;;(set! tick (+ 1 tick)) )) ;;; Diff sub-arrays, A not longer than B. Returns edit-length (define (diff2ez fp fpoff CCRR A start-a end-a B start-b end-b edits edx epo p-lim) (define len-a (- end-a start-a)) (define len-b (- end-b start-b)) ;;(if (> len-a len-b) (slib:error 'diff2ez len-a '> len-b)) (cond ((zero? p-lim) ; B inserts only (if (= len-b len-a) 0 ; A = B; no edits (let loop ((adx start-a) (bdx start-b) (edx edx)) (cond ((>= bdx end-b) (- len-b len-a)) ((>= adx end-a) (do ((idx bdx (+ 1 idx)) (edx edx (+ 1 edx))) ((>= idx end-b) (- len-b len-a)) (array-set! edits (* epo (+ 1 idx)) edx))) ((eqv? (array-ref A adx) (array-ref B bdx)) ;;(set! tick (+ 1 tick)) (loop (+ 1 adx) (+ 1 bdx) edx)) (else (array-set! edits (* epo (+ 1 bdx)) edx) ;;(set! tick (+ 1 tick)) (loop adx (+ 1 bdx) (+ 1 edx))))))) ((<= len-a p-lim) ; delete all A; insert all B ;;(if (< len-a p-lim) (slib:error 'diff2ez len-a len-b 'p-lim p-lim)) (do ((idx start-a (+ 1 idx)) (jdx start-b (+ 1 jdx))) ((and (>= idx end-a) (>= jdx end-b)) (+ len-a len-b)) (cond ((< jdx end-b) (array-set! edits (* epo (+ 1 jdx)) edx) (set! edx (+ 1 edx)))) (cond ((< idx end-a) (array-set! edits (* epo (- -1 idx)) edx) (set! edx (+ 1 edx)))))) (else (diff:divide-and-conquer fp fpoff CCRR A start-a end-a B start-b end-b edits edx epo p-lim)))) (define (check-cost! name est cost) (if (not (eqv? est cost)) (slib:warn name "cost check failed" est '!= cost))) ;;;; Routines interfacing API layer to algorithms. (define (diff:invert-edits! edits) (define cost (car (array-dimensions edits))) (do ((idx (+ -1 cost) (+ -1 idx))) ((negative? idx)) (array-set! edits (- (array-ref edits idx)) idx))) ;;; len-a < len-b (define (edits2lcs! lcs edits A) (define cost (car (array-dimensions edits))) (define len-a (car (array-dimensions A))) (let loop ((edx 0) (sdx 0) (adx 0)) (let ((edit (if (< edx cost) (array-ref edits edx) 0))) (cond ((>= adx len-a)) ((positive? edit) (loop (+ 1 edx) sdx adx)) ((zero? edit) (array-set! lcs (array-ref A adx) sdx) (loop edx (+ 1 sdx) (+ 1 adx))) ((>= adx (- -1 edit)) (loop (+ 1 edx) sdx (+ 1 adx))) (else (array-set! lcs (array-ref A adx) sdx) (loop edx (+ 1 sdx) (+ 1 adx))))))) ;; A not longer than B (M <= N) (define (diff2edits! edits fp CCRR A B) (define N (car (array-dimensions B))) (define M (car (array-dimensions A))) (define est (car (array-dimensions edits))) (let ((p-lim (quotient (- est (- N M)) 2))) (check-cost! 'diff2edits! est (diff2et fp (+ 1 p-lim) CCRR A 0 M B 0 N edits 0 1 p-lim)))) ;; A not longer than B (M <= N) (define (diff2editlen fp A B p-lim) (define N (car (array-dimensions B))) (define M (car (array-dimensions A))) (let ((maxdx (if (negative? p-lim) (+ 1 N) (+ 1 p-lim (- N M)))) (mindx (if (negative? p-lim) (- (+ 1 M)) (- (+ 1 p-lim))))) (fp:init! fp (- mindx) -1 mindx maxdx) (fp:compare fp (- mindx) #f A M B N p-lim))) ;;;; API ;;@args array1 array2 p-lim ;;@args array1 array2 ;;@1 and @2 are one-dimensional arrays. ;; ;;The non-negative integer @3, if provided, is maximum number of ;;deletions of the shorter sequence to allow. @0 will return @code{#f} ;;if more deletions would be necessary. ;; ;;@0 returns a one-dimensional array of length @code{(quotient (- (+ ;;len1 len2) (diff:edit-length @1 @2)) 2)} holding the longest sequence ;;common to both @var{array}s. (define (diff:longest-common-subsequence A B . p-lim) (define M (car (array-dimensions A))) (define N (car (array-dimensions B))) (set! p-lim (if (null? p-lim) -1 (car p-lim))) (let ((edits (if (< N M) (diff:edits B A p-lim) (diff:edits A B p-lim)))) (and edits (let* ((cost (car (array-dimensions edits))) (lcs (make-array A (/ (- (+ N M) cost) 2)))) (edits2lcs! lcs edits (if (< N M) B A)) lcs)))) ;;@args array1 array2 p-lim ;;@args array1 array2 ;;@1 and @2 are one-dimensional arrays. ;; ;;The non-negative integer @3, if provided, is maximum number of ;;deletions of the shorter sequence to allow. @0 will return @code{#f} ;;if more deletions would be necessary. ;; ;;@0 returns a vector of length @code{(diff:edit-length @1 @2)} composed ;;of a shortest sequence of edits transformaing @1 to @2. ;; ;;Each edit is an integer: ;;@table @asis ;;@item @var{k} > 0 ;;Inserts @code{(array-ref @1 (+ -1 @var{j}))} into the sequence. ;;@item @var{k} < 0 ;;Deletes @code{(array-ref @2 (- -1 @var{k}))} from the sequence. ;;@end table (define (diff:edits A B . p-lim) (define M (car (array-dimensions A))) (define N (car (array-dimensions B))) (define est (diff:edit-length A B (if (null? p-lim) -1 (car p-lim)))) (and est (let ((CCRR (make-array (A:fixZ32b) (* 2 (+ (max M N) 1)))) (edits (make-array (A:fixZ32b) est))) (define fp (make-array (A:fixZ32b) (+ (max (- N (quotient M 2)) (- M (quotient N 2))) (- est (abs (- N M))) ; 2 * p-lim 3))) (cond ((< N M) (diff2edits! edits fp CCRR B A) (diff:invert-edits! edits)) (else (diff2edits! edits fp CCRR A B))) ;;(diff:order-edits! edits est) edits))) ;;@args array1 array2 p-lim ;;@args array1 array2 ;;@1 and @2 are one-dimensional arrays. ;; ;;The non-negative integer @3, if provided, is maximum number of ;;deletions of the shorter sequence to allow. @0 will return @code{#f} ;;if more deletions would be necessary. ;; ;;@0 returns the length of the shortest sequence of edits transformaing ;;@1 to @2. (define (diff:edit-length A B . p-lim) (define M (car (array-dimensions A))) (define N (car (array-dimensions B))) (set! p-lim (if (null? p-lim) -1 (car p-lim))) (let ((fp (make-array (A:fixZ32b) (if (negative? p-lim) (+ 3 M N) (+ 3 (abs (- N M)) p-lim p-lim))))) (if (< N M) (diff2editlen fp B A p-lim) (diff2editlen fp A B p-lim)))) ;;@example ;;(diff:longest-common-subsequence "fghiejcklm" "fgehijkpqrlm") ;;@result{} "fghijklm" ;; ;;(diff:edit-length "fghiejcklm" "fgehijkpqrlm") ;;@result{} 6 ;; ;;(diff:edits "fghiejcklm" "fgehijkpqrlm") ;;@result{} #A:fixZ32b(3 -5 -7 8 9 10) ;; ; e c h p q r ;;@end example ;;(trace-all "/home/jaffer/slib/differ.scm")(set! *qp-width* 999)(untrace fp:run) ; fp:subarray