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add the mecanisms for filtering the FIS if needed
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1 {-|
2 Module : Gargantext.Viz.Phylo.Tools
3 Description : Phylomemy Tools to build/manage it
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
8 Portability : POSIX
9
10
11 -}
12
13 {-# LANGUAGE NoImplicitPrelude #-}
14 {-# LANGUAGE FlexibleContexts #-}
15 {-# LANGUAGE OverloadedStrings #-}
16
17 module Gargantext.Viz.Phylo.LevelMaker
18 where
19
20 import Control.Lens hiding (both, Level)
21 import Data.List ((++), sort, concat, nub, words, zip, head, last)
22 import Data.Map (Map, (!), empty, restrictKeys, filterWithKey, singleton, union)
23 import Data.Set (Set)
24 import Data.Text (Text, words)
25 import Data.Tuple.Extra
26 import Data.Vector (Vector)
27
28 import Gargantext.Prelude hiding (head)
29 import Gargantext.Viz.Phylo.Aggregates.Cluster
30 import Gargantext.Viz.Phylo.Aggregates.Cooc
31 import Gargantext.Viz.Phylo.Aggregates.Document
32 import Gargantext.Viz.Phylo.Aggregates.Fis
33 import Gargantext.Viz.Phylo
34 import Gargantext.Viz.Phylo.Tools
35 import Gargantext.Viz.Phylo.LinkMaker
36 import Gargantext.Viz.Phylo.BranchMaker
37
38 import qualified Data.List as List
39 import qualified Data.Map as Map
40 import qualified Data.Set as Set
41 import qualified Data.Text as Text
42 import qualified Data.Vector as Vector
43
44
45 -- | A typeClass for polymorphic PhyloLevel functions
46 class PhyloLevelMaker aggregate
47 where
48 -- | To add a new Level of PhyloGroups to a Phylo based on a list of Aggregates
49 addPhyloLevel :: Level -> Map (Date,Date) [aggregate] -> Phylo -> Phylo
50 -- | To create a list of PhyloGroups based on a list of aggregates a
51 toPhyloGroups :: Level -> (Date,Date) -> [aggregate] -> Map (Date,Date) [aggregate] -> Phylo -> [PhyloGroup]
52
53
54 instance PhyloLevelMaker PhyloCluster
55 where
56 --------------------------------------
57 -- | Level -> Map (Date,Date) [Cluster] -> Phylo -> Phylo
58 addPhyloLevel lvl m p
59 | lvl > 1 = toPhyloLevel lvl m p
60 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Clusters at level < 2")
61 --------------------------------------
62 -- | Level -> (Date,Date) -> [Cluster] -> Map (Date,Date) [Cluster] -> Phylo -> [PhyloGroup]
63 toPhyloGroups lvl (d,d') l m p = map (\(idx,cluster) -> clusterToGroup (d,d') lvl idx "" cluster m p) $ zip [1..] l
64 --------------------------------------
65
66
67 instance PhyloLevelMaker PhyloFis
68 where
69 --------------------------------------
70 -- | Level -> Map (Date,Date) [Fis] -> Phylo -> Phylo
71 addPhyloLevel lvl m p
72 | lvl == 1 = toPhyloLevel lvl m p
73 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Fis at level <> 1")
74 --------------------------------------
75 -- | Level -> (Date,Date) -> [Fis] -> Map (Date,Date) [Fis] -> Phylo -> [PhyloGroup]
76 toPhyloGroups lvl (d,d') l m p = map (\(idx,fis) -> cliqueToGroup (d,d') lvl idx "" fis m p) $ zip [1..] l
77 --------------------------------------
78
79
80 instance PhyloLevelMaker Document
81 where
82 --------------------------------------
83 -- | Level -> Map (Date,Date) [Document] -> Phylo -> Phylo
84 addPhyloLevel lvl m p
85 | lvl == 0 = toPhyloLevel lvl m p
86 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Documents at level <> 0")
87 --------------------------------------
88 -- | Level -> (Date,Date) -> [Document] -> Map (Date,Date) [Fis] -> Phylo -> [PhyloGroup]
89 toPhyloGroups lvl (d,d') l m p = map (\(idx,ngram) -> ngramsToGroup (d,d') lvl idx ngram [ngram] p)
90 $ zip [1..]
91 $ (nub . concat)
92 $ map text l
93 --------------------------------------
94
95
96 -- | To transform a Cluster into a Phylogroup
97 clusterToGroup :: PhyloPeriodId -> Level -> Int -> Text -> PhyloCluster -> Map (Date,Date) [PhyloCluster] -> Phylo -> PhyloGroup
98 clusterToGroup prd lvl idx lbl groups m p =
99 PhyloGroup ((prd, lvl), idx) lbl ngrams empty cooc Nothing [] [] [] (map (\g -> (getGroupId g, 1)) groups)
100 where
101 --------------------------------------
102 ngrams :: [Int]
103 ngrams = (sort . nub . concat) $ map getGroupNgrams groups
104 --------------------------------------
105 cooc :: Map (Int, Int) Double
106 cooc = filterWithKey (\k _ -> elem (fst k) ngrams && elem (snd k) ngrams)
107 $ foldl union empty
108 $ map getGroupCooc
109 $ getGroupsWithFilters 1 prd p
110 --------------------------------------
111
112
113 -- | To transform a Clique into a PhyloGroup
114 cliqueToGroup :: PhyloPeriodId -> Level -> Int -> Text -> PhyloFis -> Map (Date, Date) [PhyloFis] -> Phylo -> PhyloGroup
115 cliqueToGroup prd lvl idx lbl fis m p =
116 PhyloGroup ((prd, lvl), idx) lbl ngrams (singleton "support" (fromIntegral $ getSupport fis)) cooc Nothing [] [] [] []
117 where
118 --------------------------------------
119 ngrams :: [Int]
120 ngrams = sort $ map (\x -> getIdxInPeaks x p)
121 $ Set.toList
122 $ getClique fis
123 --------------------------------------
124 cooc :: Map (Int, Int) Double
125 cooc = filterWithKey (\k _ -> elem (fst k) ngrams && elem (snd k) ngrams)
126 $ fisToCooc (restrictKeys m $ Set.fromList [prd]) p
127 --------------------------------------
128
129
130 -- | To transform a list of Ngrams into a PhyloGroup
131 ngramsToGroup :: PhyloPeriodId -> Level -> Int -> Text -> [Ngrams] -> Phylo -> PhyloGroup
132 ngramsToGroup prd lvl idx lbl ngrams p =
133 PhyloGroup ((prd, lvl), idx) lbl (sort $ map (\x -> getIdxInPeaks x p) ngrams) empty empty Nothing [] [] [] []
134
135
136 -- | To traverse a Phylo and add a new PhyloLevel linked to a new list of PhyloGroups
137 toPhyloLevel :: PhyloLevelMaker a => Level -> Map (Date, Date) [a] -> Phylo -> Phylo
138 toPhyloLevel lvl m p = alterPhyloPeriods
139 (\period -> let pId = _phylo_periodId period
140 in over (phylo_periodLevels)
141 (\phyloLevels ->
142 let groups = toPhyloGroups lvl pId (m ! pId) m p
143 in phyloLevels ++ [PhyloLevel (pId, lvl) groups]
144 ) period) p
145
146
147 -- | To incrementally add new Levels to a Phylo by making all the linking and aggregation tasks
148 toNthLevel :: Level -> Proximity -> Cluster -> Phylo -> Phylo
149 toNthLevel lvlMax prox clus p
150 | lvl >= lvlMax = p
151 | otherwise = toNthLevel lvlMax prox clus
152 $ setPhyloBranches (lvl + 1)
153 $ interTempoMatching Descendant (lvl + 1) prox
154 $ interTempoMatching Ascendant (lvl + 1) prox
155 $ setLevelLinks (lvl, lvl + 1)
156 $ addPhyloLevel (lvl + 1)
157 (phyloToClusters lvl (getProximity clus) clus p) p
158 where
159 --------------------------------------
160 lvl :: Level
161 lvl = getLastLevel p
162 --------------------------------------
163
164
165 -- | To reconstruct the Level 1 of a Phylo based on a Clustering Method
166 toPhylo1 :: Cluster -> Proximity -> [Metric] -> [Filter] -> Map (Date, Date) [Document] -> Phylo -> Phylo
167 toPhylo1 clus prox metrics filters d p = case clus of
168 Fis (FisParams k s) -> setPhyloBranches 1
169 $ interTempoMatching Descendant 1 prox
170 $ interTempoMatching Ascendant 1 prox
171 $ setLevelLinks (0,1)
172 $ setLevelLinks (1,0)
173 $ addPhyloLevel 1 phyloFis p
174 where
175 --------------------------------------
176 phyloFis :: Map (Date, Date) [PhyloFis]
177 phyloFis = toPhyloFis d k s metrics filters
178 --------------------------------------
179
180 _ -> panic "[ERR][Viz.Phylo.LevelMaker.toPhylo1] fst clustering not recognized"
181
182
183 -- | To reconstruct the Level 0 of a Phylo
184 toPhylo0 :: Map (Date, Date) [Document] -> Phylo -> Phylo
185 toPhylo0 d p = addPhyloLevel 0 d p
186
187
188 -- | To reconstruct the Base of a Phylo
189 toPhyloBase :: PhyloQuery -> PhyloParam -> [(Date, Text)] -> [Ngrams] -> [Tree Ngrams] -> Phylo
190 toPhyloBase q p c a ts = initPhyloBase periods foundations peaks p
191 where
192 --------------------------------------
193 peaks :: PhyloPeaks
194 peaks = initPeaks (map (\t -> alterLabels phyloAnalyzer t) ts) foundations
195 --------------------------------------
196 periods :: [(Date,Date)]
197 periods = initPeriods (getPeriodGrain q) (getPeriodSteps q)
198 $ both fst (head c,last c)
199 --------------------------------------
200 foundations :: Vector Ngrams
201 foundations = initFoundations a
202 --------------------------------------
203
204
205 -- | To reconstruct a Phylomemy from a PhyloQuery, a Corpus and a list of actants
206 toPhylo :: PhyloQuery -> [(Date, Text)] -> [Ngrams] -> [Tree Ngrams] -> Phylo
207 toPhylo q c a ts = toNthLevel (getNthLevel q) (getInterTemporalMatching q) (getNthCluster q) phylo1
208 where
209 --------------------------------------
210 phylo1 :: Phylo
211 phylo1 = toPhylo1 (getContextualUnit q) (getInterTemporalMatching q) (getContextualUnitMetrics q) (getContextualUnitFilters q) phyloDocs phylo0
212 --------------------------------------
213 phylo0 :: Phylo
214 phylo0 = toPhylo0 phyloDocs phyloBase
215 --------------------------------------
216 phyloDocs :: Map (Date, Date) [Document]
217 phyloDocs = corpusToDocs c phyloBase
218 --------------------------------------
219 phyloBase :: Phylo
220 phyloBase = toPhyloBase q (initPhyloParam (Just defaultPhyloVersion) (Just defaultSoftware) (Just q)) c a ts
221 --------------------------------------