fuzzyfind-0.1.0: src/Text/FuzzyFind.hs
{-# LANGUAGE DeriveGeneric #-}
{-# LANGUAGE OverloadedLists #-}
{-# LANGUAGE ScopedTypeVariables #-}
{-# LANGUAGE ViewPatterns #-}
{-|
Module : FuzzyFind
Description : Provides fuzzy matching on text
Copyright : Unison Computing, 2021
License : MIT
Maintainer : runar.bjarnason@unison.cloud
Stability : experimental
A package that provides an API for fuzzy text search in Haskell, using a
modified version of the Smith-Waterman algorithm. The search is intended to
behave similarly to the excellent fzf tool by Junegunn Choi.
-}
module Text.FuzzyFind where
import Control.Monad (join)
import Data.Array
( Array,
(!),
)
import qualified Data.Array as Array
import Data.Char (isAlphaNum, isLower, isUpper, toLower)
import Data.Foldable (maximumBy, toList, foldl')
import Data.Function (on)
import Data.Sequence
( Seq (..),
ViewL (..),
ViewR (..),
viewl,
viewr,
(<|)
)
import Data.List (sortOn)
import qualified Data.Sequence as Seq
import GHC.Generics (Generic)
-- | Calling @bestMatch query string@ will return 'Nothing' if @query@ is not a
-- subsequence of @string@. Otherwise, it will return the "best" way to line up
-- the characters in @query@ with the characters in @string@. Lower-case
-- characters in the @query@ are assumed to be case-insensitive, and upper-case
-- characters are assumed to be case-sensitive.
--
-- For example:
--
-- @
-- > bestMatch "ff" \"FuzzyFind\"
-- Just (Alignment {score = 25, result = Result {[Match \"F\", Gap "uzzy", Match \"F\", Gap "ind"]}})
-- @
--
-- The score indicates how "good" the match is. Better matches have higher
-- scores. There's no maximum score (except for the upper limit of the 'Int'
-- datatype), but the lowest score is @0@.
--
-- A substring from the query will generate a 'Match', and any characters from
-- the -- input that don't result in a 'Match' will generate a 'Gap'.
-- Concatenating all the 'Match' and 'Gap' results should yield the original
-- input string.
--
-- Note that the matched characters in the input always occur in the same order
-- as they do in the query pattern.
--
-- The algorithm prefers (and will generate higher scores for) the following
-- kinds of matches:
--
-- 1. Contiguous characters from the query string. For example, @bestMatch "pp"@
-- will find the last two ps in "pickled pepper".
-- 2. Characters at the beginnings of words. For example, @bestMatch "pp"@
-- will find the first two Ps in "Peter Piper".
-- 3. Characters at CamelCase humps. For example, @bestMatch "bm" "BatMan"@
-- 4. The algorithm strongly prefers the first character of the query pattern
-- to be at the beginning of a word or CamelHump. For example,
-- @bestMatch "mn" "Bat Man"@ will score higher than @bestMatch "atn" "Batman"@.
--
-- All else being equal, matches that occur later in the input string are preferred.
bestMatch :: String -- ^ The query pattern.
-> String -- ^ The input string.
-> Maybe Alignment
bestMatch = bestMatch' defaultMatchScore
defaultMismatchScore
defaultGapPenalty
defaultBoundaryBonus
defaultCamelCaseBonus
defaultFirstCharBonusMultiplier
defaultConsecutiveBonus
-- | Finds input strings that match all the given input patterns. For each input
-- that matches, it returns one 'Alignment'. The output is sorted by 'score',
-- ascending.
--
-- For example:
--
-- @
-- > import Data.Foldable
-- > traverse_ (putStrLn . ("\\n" ++) . highlight) $ fuzzyFind ["dad", "mac", "dam"] ["red macadamia", "Madam Card"]
--
-- Madam Card
-- * *** ** *
--
-- red macadamia
-- * *******
-- @
fuzzyFind :: [String] -- ^ The query patterns.
-> [String] -- ^ The input strings.
-> [Alignment]
fuzzyFind query strings =
sortOn score
$ strings
>>= (\s -> toList
$ foldl' (\a q -> (<>) <$> a <*> bestMatch q s) (Just mempty) query
)
instance Semigroup Alignment where
Alignment n r <> Alignment m s = Alignment (n + m) (mergeResults r s)
instance Monoid Alignment where
mempty = Alignment 0 mempty
type Score = Int
-- | An 'Alignment' is a 'Score' together with a 'Result'. Better results have
-- higher scores.
data Alignment
= Alignment { score :: Score, result :: Result }
deriving (Eq, Ord, Show, Generic)
-- | The base score given to a matching character
defaultMatchScore :: Int
defaultMatchScore = 16
-- | The base score given to a mismatched character
defaultMismatchScore :: Int
defaultMismatchScore = 0
-- | Bonus points given to characters matching at the beginning of words
defaultBoundaryBonus :: Int
defaultBoundaryBonus = defaultMatchScore `div` 2
-- | Bonus points given to characters matching a hump of a CamelCase word.
-- We subtract a point from the word boundary score, since a word boundary will
-- incur a gap penalty.
defaultCamelCaseBonus :: Int
defaultCamelCaseBonus = defaultBoundaryBonus - 1
-- | Double any bonus points for matching the first pattern of the character.
-- This way we strongly prefer starting the match at the beginning of a word.
defaultFirstCharBonusMultiplier :: Int
defaultFirstCharBonusMultiplier = 2
-- | We prefer consecutive runs of matched characters in the pattern, so we
-- impose a penalty for any gaps, proportional to the size of the gap.
defaultGapPenalty :: Int -> Int
defaultGapPenalty 1 = 3
defaultGapPenalty n = max 0 (3 + n)
-- | We give a bonus to consecutive matching characters.
-- A number about the same as the `boundaryBonus` will strongly prefer
-- runs of consecutive characters vs finding acronyms.
defaultConsecutiveBonus :: Int
defaultConsecutiveBonus = defaultGapPenalty 8
-- | Renders an 'Alignment' as a pair of lines with "*" on the lower line
-- indicating the location of pattern matches.
highlight :: Alignment -> String
highlight (Alignment s (Result segments)) =
foldMap prettySegment segments <> "\n" <> foldMap showGaps segments
where
prettySegment (Gap xs) = toList xs
prettySegment (Match xs) = toList xs
showGaps (Gap xs) = replicate (length xs) ' '
showGaps (Match xs) = replicate (length xs) '*'
-- | A highly configurable version of 'bestMatch'.
bestMatch'
:: Int -- ^ Base score for a matching character. See 'defaultMatchScore'.
-> Int -- ^ Base score for a mismatched character. See 'defaultMismatchScore'.
-> (Int -> Int) -- ^ Penalty for a gap of the given length. See 'defaultGapPenalty'.
-> Int -- ^ Bonus score for a match at the beginning of a word. See 'defaultBoundaryBonus'.
-> Int -- ^ Bonus score for a match on a CamelCase hump. See 'defaultCamelCaseBonus'.
-> Int -- ^ Bonus multiplier for matching the first character of the pattern.
-- See 'defaultFirstCharBonusMultiplier'.
-> Int -- ^ Bonus score for each consecutive character matched. See 'defaultFirstCharBonusMultiplier'.
-> String -- ^ The query pattern.
-> String -- ^ The input string.
-> Maybe Alignment
bestMatch' matchScore mismatchScore gapPenalty boundaryBonus camelCaseBonus firstCharBonusMultiplier consecutiveBonus query str
= Alignment (totalScore m nx) . reverseResult <$> traceback
where
totalScore i j = if i > m then 0 else hs ! (i, j) + bonuses ! (i, j)
table = unlines
[ unwords
$ (if y > 0 then show $ b' ! y else " ")
: [ show (totalScore x y) | x <- [0 .. m] ]
| y <- [0 .. n]
]
similarity a b =
if a == b || a == toLower b then matchScore else mismatchScore
traceback = (gaps (drop nx str) <>) <$> go (m, nx)
go (0, j) = pure $ gaps (take j str)
go (i, 0) = Nothing
go (i, j) = if similarity (a' ! i) (b' ! j) > 0
then (match (b' ! j) <>) <$> go (i - 1, j - 1)
else (gap (b' ! j) <>) <$> go (i, j - 1)
nx = localMax m n
localMax m n = maximumBy
(\b d -> compare (totalScore m b) (totalScore m d))
[ j | j <- [1 .. n] ]
m = length query
n = length str
a' = Array.listArray (1, m) query
b' = Array.listArray (1, n) str
hs = Array.listArray bounds [ h i j | (i, j) <- Array.range bounds ]
bonuses = Array.listArray bounds [ bonus i j | (i, j) <- Array.range bounds ]
bounds = ((0, 0), (m, n))
bonus 0 j = 0
bonus i 0 = 0
bonus i j = if similarity (a' ! i) (b' ! j) > 0
then multiplier * (boundary + camel + consecutive)
else 0
where
boundary =
if j < 2 || isAlphaNum (b' ! j) && not (isAlphaNum (b' ! (j - 1)))
then boundaryBonus
else 0
camel = if j > 1 && isLower (b' ! (j - 1)) && isUpper (b' ! j)
then camelCaseBonus
else 0
multiplier = if i == 1 then firstCharBonusMultiplier else 1
consecutive =
let
similar = i > 0 && j > 0 && similarity (a' ! i) (b' ! j) > 0
afterMatch =
i > 1 && j > 1 && similarity (a' ! (i - 1)) (b' ! (j - 1)) > 0
beforeMatch =
i < m && j < n && similarity (a' ! (i + 1)) (b' ! (j + 1)) > 0
in
if similar && (afterMatch || beforeMatch) then consecutiveBonus else 0
h 0 _ = 0
h _ 0 = 0
h i j = scoreMatch `max` scoreGap `max` 0
where
scoreMatch =
hs ! (i - 1, j - 1) + similarity (a' ! i) (b' ! j) + bonuses ! (i, j)
scoreGap = maximum [ hs ! (i, j - l) - gapPenalty l | l <- [1 .. j] ]
data ResultSegment = Gap (Seq Char) | Match (Seq Char)
deriving (Eq, Ord, Show, Generic)
-- | Concatenating all the 'ResultSegment's should yield the original input string.
newtype Result = Result { segments :: Seq ResultSegment }
deriving (Eq, Ord, Show, Generic)
match :: Char -> Result
match a = Result [Match [a]]
gap :: Char -> Result
gap a = Result [Gap [a]]
gaps :: String -> Result
gaps s = Result [Gap . Seq.fromList $ reverse s]
reverseResult :: Result -> Result
reverseResult (Result xs) = Result . Seq.reverse $ reverseSegment <$> xs
reverseSegment :: ResultSegment -> ResultSegment
reverseSegment (Gap xs) = Gap (Seq.reverse xs)
reverseSegment (Match xs) = Match (Seq.reverse xs)
instance Monoid Result where
mempty = Result []
instance Semigroup Result where
Result Empty <> as = as
as <> Result Empty = as
Result (viewr -> h :> Gap []) <> as = Result h <> as
as <> Result (viewl -> Gap [] :< t) = as <> Result t
Result (viewr -> h :> Match []) <> as = Result h <> as
as <> Result (viewl -> Match [] :< t) = as <> Result t
Result (viewr -> i :> Gap l) <> Result (viewl -> Gap h :< t) =
Result (i <> [Gap (l <> h)] <> t)
Result (viewr -> i :> Match l) <> Result (viewl -> Match h :< t) =
Result (i <> [Match (l <> h)] <> t)
Result a <> Result b = Result (a <> b)
mergeResults :: Result -> Result -> Result
mergeResults as bs = merge as bs
where
drop' :: Int -> Result -> Result
drop' n m | n < 1 = m
drop' n (Result (viewl -> Gap g :< t)) =
Result [Gap (Seq.drop n g)] <> drop' (n - Seq.length g) (Result t)
drop' n (Result (viewl -> Match g :< t)) =
Result [Match (Seq.drop n g)] <> drop' (n - Seq.length g) (Result t)
merge :: Result -> Result -> Result
merge (Result Seq.Empty) ys = ys
merge xs (Result Seq.Empty) = xs
merge (Result xs) (Result ys ) = case (viewl xs, viewl ys) of
(Gap g :< t, Gap g' :< t')
| Seq.length g <= Seq.length g' -> Result [Gap g]
<> merge (Result t) (drop' (Seq.length g) (Result ys))
| otherwise -> Result [Gap g']
<> merge (drop' (Seq.length g') (Result xs)) (Result t')
(Match m :< t, Match m' :< t')
| Seq.length m >= Seq.length m' -> Result [Match m]
<> merge (Result t) (drop' (Seq.length m) (Result ys))
| otherwise -> Result [Match m']
<> merge (drop' (Seq.length m') (Result xs)) (Result t')
(Gap g :< t, Match m' :< t') ->
Result [Match m'] <> merge (drop' (Seq.length m') (Result xs)) (Result t')
(Match m :< t, Gap g' :< t') ->
Result [Match m] <> merge (Result t) (drop' (Seq.length m) (Result ys))