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Nim/lib/std/editdistance.nim
2018-11-08 20:52:22 +01:00

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#
#
# Nim's Runtime Library
# (c) Copyright 2018 Nim contributors
#
# See the file "copying.txt", included in this
# distribution, for details about the copyright.
#
## This module implements an algorithm to compute the
## `edit distance`:idx: between two Unicode strings.
import unicode
proc editDistance*(a, b: string): int {.noSideEffect.} =
## Returns the unicode-rune edit distance between ``a`` and ``b``.
##
## This uses the `Levenshtein`:idx: distance algorithm with only a linear
## memory overhead.
if len(a) > len(b):
# make ``b`` the longer string
return editDistance(b, a)
# strip common prefix
var
i_start = 0 ## The character starting index of the first rune in both strings ``a`` and ``b``
i_next_a = 0
i_next_b = 0
rune_a, rune_b: Rune
len_runes_a = 0 ## The number of relevant runes in string ``a``.
len_runes_b = 0 ## The number of relevant runes in string ``b``.
block commonPrefix:
# ``a`` is the shorter string
while i_start < len(a):
i_next_a = i_start
a.fastRuneAt(i_next_a, rune_a, doInc = true)
i_next_b = i_start
b.fastRuneAt(i_next_b, rune_b, doInc = true)
if rune_a != rune_b:
inc(len_runes_a)
inc(len_runes_b)
break
i_start = i_next_a
var
# we know that we are either at the start of the strings
# or that the current value of rune_a is not equal to rune_b
# => start search for common suffix after the current rune (``i_next_*``)
i_end_a = i_next_a ## The exclusive upper index bound of string ``a``.
i_end_b = i_next_b ## The exclusive upper index bound of string ``b``.
i_current_a = i_next_a
i_current_b = i_next_b
block commonSuffix:
var
add_runes_a = 0
add_runes_b = 0
while i_current_a < len(a) and i_current_b < len(b):
i_next_a = i_current_a
a.fastRuneAt(i_next_a, rune_a)
i_next_b = i_current_b
b.fastRuneAt(i_next_b, rune_b)
inc(add_runes_a)
inc(add_runes_b)
if rune_a != rune_b:
i_end_a = i_next_a
i_end_b = i_next_b
inc(len_runes_a, add_runes_a)
inc(len_runes_b, add_runes_b)
add_runes_a = 0
add_runes_b = 0
i_current_a = i_next_a
i_current_b = i_next_b
if i_current_a >= len(a): # ``a`` exhausted
if i_current_b < len(b): # ``b`` not exhausted
i_end_a = i_current_a
i_end_b = i_current_b
inc(len_runes_a, add_runes_a)
inc(len_runes_b, add_runes_b)
while true:
b.fastRuneAt(i_end_b, rune_b)
inc(len_runes_b)
if i_end_b >= len(b): break
elif i_current_b >= len(b): # ``b`` exhausted and ``a`` not exhausted
i_end_a = i_current_a
i_end_b = i_current_b
inc(len_runes_a, add_runes_a)
inc(len_runes_b, add_runes_b)
while true:
a.fastRuneAt(i_end_a, rune_a)
inc(len_runes_a)
if i_end_a >= len(a): break
block specialCases:
# trivial cases:
if len_runes_a == 0: return len_runes_b
if len_runes_b == 0: return len_runes_a
# another special case:
if len_runes_a == 1:
a.fastRuneAt(i_start, rune_a, doInc = false)
var i_current_b = i_start
while i_current_b < i_end_b:
b.fastRuneAt(i_current_b, rune_b, doInc = true)
if rune_a == rune_b: return len_runes_b - 1
return len_runes_b
# common case:
var
len1 = len_runes_a + 1
len2 = len_runes_b + 1
row: seq[int]
let half = len_runes_a div 2
newSeq(row, len2)
var e = i_start + len2 - 1 # end marker
# initialize first row:
for i in 1 .. (len2 - half - 1): row[i] = i
row[0] = len1 - half - 1
i_current_a = i_start
var
char2p_i = -1
char2p_prev: int
for i in 1 .. (len1 - 1):
i_next_a = i_current_a
a.fastRuneAt(i_next_a, rune_a)
var
char2p: int
D, x: int
p: int
if i >= (len1 - half):
# skip the upper triangle:
let offset = i + half - len1
if char2p_i == i:
b.fastRuneAt(char2p_prev, rune_b)
char2p = char2p_prev
char2p_i = i + 1
else:
char2p = i_start
for j in 0 ..< offset:
rune_b = b.runeAt(char2p)
inc(char2p, rune_b.size)
char2p_i = i + 1
char2p_prev = char2p
p = offset
rune_b = b.runeAt(char2p)
var c3 = row[p] + (if rune_a != rune_b: 1 else: 0)
inc(char2p, rune_b.size)
inc(p)
x = row[p] + 1
D = x
if x > c3: x = c3
row[p] = x
inc(p)
else:
p = 1
char2p = i_start
D = i
x = i
if i <= (half + 1):
# skip the lower triangle:
e = len2 + i - half - 2
# main:
while p <= e:
dec(D)
rune_b = b.runeAt(char2p)
var c3 = D + (if rune_a != rune_b: 1 else: 0)
inc(char2p, rune_b.size)
inc(x)
if x > c3: x = c3
D = row[p] + 1
if x > D: x = D
row[p] = x
inc(p)
# lower triangle sentinel:
if i <= half:
dec(D)
rune_b = b.runeAt(char2p)
var c3 = D + (if rune_a != rune_b: 1 else: 0)
inc(x)
if x > c3: x = c3
row[p] = x
i_current_a = i_next_a
result = row[e]
proc editDistanceAscii*(a, b: string): int {.noSideEffect.} =
## Returns the edit distance between `a` and `b`.
##
## This uses the `Levenshtein`:idx: distance algorithm with only a linear
## memory overhead.
var len1 = a.len
var len2 = b.len
if len1 > len2:
# make `b` the longer string
return editDistanceAscii(b, a)
# strip common prefix:
var s = 0
while s < len1 and a[s] == b[s]:
inc(s)
dec(len1)
dec(len2)
# strip common suffix:
while len1 > 0 and len2 > 0 and a[s+len1-1] == b[s+len2-1]:
dec(len1)
dec(len2)
# trivial cases:
if len1 == 0: return len2
if len2 == 0: return len1
# another special case:
if len1 == 1:
for j in s..s+len2-1:
if a[s] == b[j]: return len2 - 1
return len2
inc(len1)
inc(len2)
var half = len1 shr 1
# initalize first row:
#var row = cast[ptr array[0..high(int) div 8, int]](alloc(len2*sizeof(int)))
var row: seq[int]
newSeq(row, len2)
var e = s + len2 - 1 # end marker
for i in 1..len2 - half - 1: row[i] = i
row[0] = len1 - half - 1
for i in 1 .. len1 - 1:
var char1 = a[i + s - 1]
var char2p: int
var D, x: int
var p: int
if i >= len1 - half:
# skip the upper triangle:
var offset = i - len1 + half
char2p = offset
p = offset
var c3 = row[p] + ord(char1 != b[s + char2p])
inc(p)
inc(char2p)
x = row[p] + 1
D = x
if x > c3: x = c3
row[p] = x
inc(p)
else:
p = 1
char2p = 0
D = i
x = i
if i <= half + 1:
# skip the lower triangle:
e = len2 + i - half - 2
# main:
while p <= e:
dec(D)
var c3 = D + ord(char1 != b[char2p + s])
inc(char2p)
inc(x)
if x > c3: x = c3
D = row[p] + 1
if x > D: x = D
row[p] = x
inc(p)
# lower triangle sentinel:
if i <= half:
dec(D)
var c3 = D + ord(char1 != b[char2p + s])
inc(x)
if x > c3: x = c3
row[p] = x
result = row[e]
when isMainModule:
doAssert editDistance("", "") == 0
doAssert editDistance("kitten", "sitting") == 3 # from Wikipedia
doAssert editDistance("flaw", "lawn") == 2 # from Wikipedia
doAssert editDistance("привет", "превет") == 1
doAssert editDistance("Åge", "Age") == 1
# editDistance, one string is longer in bytes, but shorter in rune length
# first string: 4 bytes, second: 6 bytes, but only 3 runes
doAssert editDistance("aaaa", "×××") == 4
block veryLongStringEditDistanceTest:
const cap = 256
var
s1 = newStringOfCap(cap)
s2 = newStringOfCap(cap)
while len(s1) < cap:
s1.add 'a'
while len(s2) < cap:
s2.add 'b'
doAssert editDistance(s1, s2) == cap
block combiningCodePointsEditDistanceTest:
const s = "A\xCC\x8Age"
doAssert editDistance(s, "Age") == 1
doAssert editDistanceAscii("", "") == 0
doAssert editDistanceAscii("kitten", "sitting") == 3 # from Wikipedia
doAssert editDistanceAscii("flaw", "lawn") == 2 # from Wikipedia