2 Module : Gargantext.Core.Text.Ngrams.Lists
3 Description : Tools to build lists
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
13 module Gargantext.Core.Text.List
16 -- import Data.Either (partitionEithers, Either(..))
19 import Data.Text (Text)
20 import Gargantext.API.Ngrams (NgramsElement, mkNgramsElement, RootParent(..), mSetFromList)
21 -- import Gargantext.API.Ngrams.Tools (getCoocByNgrams', Diagonal(..))
22 import Gargantext.Core (Lang(..))
23 import Gargantext.Core.Types (ListType(..), MasterCorpusId, UserCorpusId, Ordering(..))
24 import Gargantext.Database.Action.Metrics.NgramsByNode ({-ngramsGroup,-} getNodesByNgramsUser, groupNodesByNgramsWith)
25 import Gargantext.Database.Action.Metrics.TFICF (getTficf)
26 import Gargantext.Core.Text.Metrics.TFICF (sortTficf)
27 import Gargantext.Database.Prelude (Cmd)
28 import Gargantext.Database.Schema.Ngrams (NgramsType(..))
29 import Gargantext.Prelude
30 import Gargantext.Core.Text.List.Learn (Model(..))
31 -- import Gargantext.Core.Text.Metrics (takeScored)
32 import qualified Data.Char as Char
33 import qualified Data.List as List
34 import qualified Data.Map as Map
35 import qualified Data.Set as Set
36 import qualified Data.Text as Text
39 data NgramsListBuilder = BuilderStepO { stemSize :: Int
43 | BuilderStep1 { withModel :: Model }
44 | BuilderStepN { withModel :: Model }
45 | Tficf { nlb_lang :: Lang
48 , nlb_stopSize :: StopSize
49 , nlb_userCorpusId :: UserCorpusId
50 , nlb_masterCorpusId :: MasterCorpusId
54 data StopSize = StopSize {unStopSize :: Int}
56 -- | TODO improve grouping functions of Authors, Sources, Institutes..
57 buildNgramsLists :: Lang
63 -> Cmd err (Map NgramsType [NgramsElement])
64 buildNgramsLists l n m s uCid mCid = do
65 ngTerms <- buildNgramsTermsList l n m s uCid mCid
66 othersTerms <- mapM (buildNgramsOthersList uCid identity) [Authors, Sources, Institutes]
67 pure $ Map.unions $ othersTerms <> [ngTerms]
70 buildNgramsOthersList :: UserCorpusId
73 -> Cmd err (Map NgramsType [NgramsElement])
74 buildNgramsOthersList uCid groupIt nt = do
75 ngs <- groupNodesByNgramsWith groupIt <$> getNodesByNgramsUser uCid nt
79 all' = List.reverse $ List.sortOn (Set.size . snd . snd) $ Map.toList ngs
81 graphTerms = List.take listSize all'
82 candiTerms = List.drop listSize all'
84 pure $ Map.unionsWith (<>) [ toElements MapTerm graphTerms
85 , toElements CandidateTerm candiTerms
89 Map.fromList [(nt, [ mkNgramsElement t nType Nothing (mSetFromList [])
95 buildNgramsTermsList' :: UserCorpusId
97 -> ((Text, (Set Text, Set NodeId)) -> Bool)
100 -> Cmd err (Map NgramsType [NgramsElement])
102 buildNgramsTermsList' uCid groupIt stop gls is = do
103 ngs <- groupNodesByNgramsWith groupIt <$> getNodesByNgramsUser uCid NgramsTerms
106 (stops, candidates) = partitionEithers
107 $ map (\t -> if stop t then Left t else Right t)
109 $ Map.filter ((\s' -> Set.size s' > 1) . snd) ngs
111 (maps, candidates') = takeScored gls is
112 $ getCoocByNgrams' snd (Diagonal True)
113 $ Map.fromList candidates
116 toList' t = (fst t, (fromIntegral $ Set.size $ snd $ snd t, fst $ snd t))
119 , List.filter (\(k,_) -> List.elem k candidates') candidates
120 , List.filter (\(k,_) -> List.elem k maps) candidates
123 let ngs' = List.concat
124 $ map toNgramsElement
125 $ map (\t -> (StopTerm , toList' t)) s
126 <> map (\t -> (CandidateTerm, toList' t)) c
127 <> map (\t -> (MapTerm , toList' t)) m
129 pure $ Map.fromList [(NgramsTerms, ngs')]
135 buildNgramsTermsList :: Lang
141 -> Cmd err (Map NgramsType [NgramsElement])
142 buildNgramsTermsList _l _n _m s uCid mCid = do
143 candidates <- sortTficf Down <$> getTficf uCid mCid NgramsTerms
151 candidatesHead = List.take candidatesSize candidates
152 candidatesTail = List.drop candidatesSize candidates
155 -- (toTermList a b ((isStopTerm s) . fst) candidatesHead)
156 (map (toGargList ((isStopTerm s) .fst) MapTerm) candidatesHead)
157 <> (map (toGargList ((isStopTerm s) .fst) CandidateTerm) candidatesTail)
159 ngs = List.concat $ map toNgramsElement $ map (\(lt, (t,d)) -> (lt, ((t, (d,Set.singleton t))))) termList
161 pure $ Map.fromList [(NgramsTerms, ngs)]
169 toTermList _ _ _ [] = []
170 toTermList a b stop ns = -- trace ("computing toTermList") $
171 map (toGargList stop CandidateTerm) xs
172 <> map (toGargList stop MapTerm) ys
173 <> toTermList a b stop zs
182 toNgramsElement :: (ListType, (Text, (Double, Set Text))) -> [NgramsElement]
183 toNgramsElement (listType, (_stem, (_score, setNgrams))) =
184 case Set.toList setNgrams of
186 (parent:children) -> [parentElem] <> childrenElems
188 parentElem = mkNgramsElement parent
191 (mSetFromList children)
192 childrenElems = map (\t -> mkNgramsElement t listType
193 (Just $ RootParent parent parent)
198 toGargList :: (b -> Bool) -> ListType -> b -> (ListType, b)
199 toGargList stop l n = case stop n of
200 True -> (StopTerm, n)
204 isStopTerm :: StopSize -> Text -> Bool
205 isStopTerm (StopSize n) x = Text.length x < n || any isStopChar (Text.unpack x)
207 isStopChar c = not (c `elem` ("- /()%" :: [Char]) || Char.isAlpha c)