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
13 {-# LANGUAGE NoImplicitPrelude #-}
14 {-# LANGUAGE FlexibleContexts #-}
15 {-# LANGUAGE OverloadedStrings #-}
16 {-# LANGUAGE TypeSynonymInstances #-}
17 {-# LANGUAGE FlexibleInstances #-}
19 module Gargantext.Viz.Phylo.LevelMaker
22 import Control.Lens hiding (both, Level)
23 import Data.List ((++), sort, concat, nub, zip, last)
24 import Data.Map (Map, (!), empty, singleton)
25 import Data.Text (Text)
26 import Data.Tuple.Extra
27 import Gargantext.Prelude
28 import Gargantext.Viz.Phylo
29 import Gargantext.Viz.Phylo.Aggregates.Cluster
30 import Gargantext.Viz.Phylo.Aggregates.Document
31 import Gargantext.Viz.Phylo.Aggregates.Fis
32 import Gargantext.Viz.Phylo.BranchMaker
33 import Gargantext.Viz.Phylo.LinkMaker
34 import Gargantext.Viz.Phylo.Tools
35 import Gargantext.Viz.Phylo.Aggregates.Cooc
36 import Gargantext.Text.Context (TermList)
38 import qualified Data.Vector.Storable as VS
39 import qualified Data.Set as Set
40 import qualified Data.Vector as Vector
42 import Debug.Trace (trace)
43 import Numeric.Statistics (percentile)
46 -- | A typeClass for polymorphic PhyloLevel functions
47 class PhyloLevelMaker aggregate
49 -- | To add a new Level of PhyloGroups to a Phylo based on a list of Aggregates
50 addPhyloLevel :: Level -> Map (Date,Date) [aggregate] -> Phylo -> Phylo
51 -- | To create a list of PhyloGroups based on a list of aggregates a
52 toPhyloGroups :: Level -> (Date,Date) -> [aggregate] -> Map (Date,Date) [aggregate] -> Phylo -> [PhyloGroup]
55 instance PhyloLevelMaker PhyloCluster
57 --------------------------------------
58 -- | Level -> Map (Date,Date) [Cluster] -> Phylo -> Phylo
60 | lvl > 1 = toPhyloLevel lvl m p
61 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Clusters at level < 2")
62 --------------------------------------
63 -- | Level -> (Date,Date) -> [Cluster] -> Map (Date,Date) [Cluster] -> Phylo -> [PhyloGroup]
64 toPhyloGroups lvl (d,d') l m p = map (\(idx,cluster) -> clusterToGroup (d,d') lvl idx "" cluster m p) $ zip [1..] l
65 --------------------------------------
68 instance PhyloLevelMaker PhyloFis
70 --------------------------------------
71 -- | Level -> Map (Date,Date) [Fis] -> Phylo -> Phylo
73 | lvl == 1 = toPhyloLevel lvl m p
74 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Fis at level <> 1")
75 --------------------------------------
76 -- | Level -> (Date,Date) -> [Fis] -> Map (Date,Date) [Fis] -> Phylo -> [PhyloGroup]
77 toPhyloGroups lvl (d,d') l _ p = map (\(idx,fis) -> cliqueToGroup (d,d') lvl idx "" fis p) $ zip [1..] l
78 --------------------------------------
81 instance PhyloLevelMaker Document
83 --------------------------------------
84 -- | Level -> Map (Date,Date) [Document] -> Phylo -> Phylo
86 | lvl == 0 = toPhyloLevel lvl m p
87 | otherwise = panic ("[ERR][Viz.Phylo.Example.addPhyloLevel] No process declared for adding Documents at level <> 0")
88 --------------------------------------
89 -- | Level -> (Date,Date) -> [Document] -> Map (Date,Date) [Fis] -> Phylo -> [PhyloGroup]
90 toPhyloGroups lvl (d,d') l _m p = map (\(idx,ngram) -> ngramsToGroup (d,d') lvl idx ngram [ngram] p)
94 --------------------------------------
97 -- | To transform a Cluster into a Phylogroup
98 clusterToGroup :: PhyloPeriodId -> Level -> Int -> Text -> PhyloCluster -> Map (Date,Date) [PhyloCluster]-> Phylo-> PhyloGroup
99 clusterToGroup prd lvl idx lbl groups _m p =
100 PhyloGroup ((prd, lvl), idx) lbl ngrams empty
102 (getMiniCooc (listToFullCombi ngrams) (periodsToYears [prd]) (getPhyloCooc p))
105 --------------------------------------
107 childs = map (\g -> (getGroupId g, 1)) groups
108 --------------------------------------
110 ngrams = (sort . nub . concat) $ map getGroupNgrams groups
111 --------------------------------------
114 -- | To transform a Clique into a PhyloGroup
115 cliqueToGroup :: PhyloPeriodId -> Level -> Int -> Text -> PhyloFis -> Phylo -> PhyloGroup
116 cliqueToGroup prd lvl idx lbl fis p =
117 PhyloGroup ((prd, lvl), idx) lbl ngrams (singleton "support" (fromIntegral $ getSupport fis)) Nothing
118 (getMiniCooc (listToFullCombi ngrams) (periodsToYears [prd]) (getPhyloCooc p))
121 --------------------------------------
123 ngrams = sort $ map (\x -> getIdxInRoots x p)
126 --------------------------------------
129 -- | To transform a list of Ngrams into a PhyloGroup
130 ngramsToGroup :: PhyloPeriodId -> Level -> Int -> Text -> [Ngrams] -> Phylo -> PhyloGroup
131 ngramsToGroup prd lvl idx lbl ngrams p =
132 PhyloGroup ((prd, lvl), idx) lbl (sort $ map (\x -> getIdxInRoots x p) ngrams) empty Nothing
133 (getMiniCooc (listToFullCombi $ sort $ map (\x -> getIdxInRoots x p) ngrams) (periodsToYears [prd]) (getPhyloCooc p))
137 -- | To traverse a Phylo and add a new PhyloLevel linked to a new list of PhyloGroups
138 toPhyloLevel :: PhyloLevelMaker a => Level -> Map (Date, Date) [a] -> Phylo -> Phylo
139 toPhyloLevel lvl m p = alterPhyloPeriods
140 (\period -> let pId = _phylo_periodId period
141 in over (phylo_periodLevels)
143 let groups = toPhyloGroups lvl pId (m ! pId) m p
144 in phyloLevels ++ [PhyloLevel (pId, lvl) groups]
148 -- | To incrementally add new Levels to a Phylo by making all the linking and aggregation tasks
149 toNthLevel :: Level -> Proximity -> Cluster -> Phylo -> Phylo
150 toNthLevel lvlMax prox clus p
152 | otherwise = toNthLevel lvlMax prox clus
153 $ traceBranches (lvl + 1)
154 $ setPhyloBranches (lvl + 1)
155 $ transposePeriodLinks (lvl + 1)
156 $ setLevelLinks (lvl, lvl + 1)
157 $ addPhyloLevel (lvl + 1)
160 --------------------------------------
161 clusters :: Map (Date,Date) [PhyloCluster]
162 clusters = phyloToClusters lvl clus p
163 --------------------------------------
166 --------------------------------------
169 -- | To reconstruct the Level 1 of a Phylo based on a Clustering Method
170 toPhylo1 :: Cluster -> Proximity -> Map (Date, Date) [Document] -> Phylo -> Phylo
171 toPhylo1 clus prox d p = case clus of
172 Fis (FisParams k s t) -> traceReBranches 1
173 $ linkPhyloBranches 1 prox
176 $ traceTempoMatching Descendant 1
177 $ interTempoMatching Descendant 1 prox
178 $ traceTempoMatching Ascendant 1
179 $ interTempoMatching Ascendant 1 prox
180 $ setLevelLinks (0,1)
181 $ setLevelLinks (1,0)
182 $ addPhyloLevel 1 phyloFis phylo'
184 --------------------------------------
185 phyloFis :: Map (Date, Date) [PhyloFis]
186 phyloFis = toPhyloFis' (getPhyloFis phylo') k s t
187 --------------------------------------
189 phylo' = docsToFis' d p
190 --------------------------------------
192 _ -> panic "[ERR][Viz.Phylo.LevelMaker.toPhylo1] fst clustering not recognized"
195 -- | To reconstruct the Level 0 of a Phylo
196 toPhylo0 :: Map (Date, Date) [Document] -> Phylo -> Phylo
197 toPhylo0 d p = addPhyloLevel 0 d p
200 class PhyloMaker corpus
202 toPhylo :: PhyloQueryBuild -> corpus -> [Ngrams] -> TermList -> Map (Date,Date) [PhyloFis] -> Phylo
203 toPhyloBase :: PhyloQueryBuild -> PhyloParam -> corpus -> [Ngrams] -> TermList -> Map (Date,Date) [PhyloFis] -> Phylo
204 corpusToDocs :: corpus -> Phylo -> Map (Date,Date) [Document]
206 instance PhyloMaker [(Date, Text)]
208 --------------------------------------
209 toPhylo q c roots termList fis = toNthLevel (getNthLevel q) (getInterTemporalMatching q) (getNthCluster q) phylo1
211 --------------------------------------
213 phylo1 = toPhylo1 (getContextualUnit q) (getInterTemporalMatching q) phyloDocs phylo0
214 --------------------------------------
216 phylo0 = toPhylo0 phyloDocs phyloBase
217 --------------------------------------
218 phyloDocs :: Map (Date, Date) [Document]
219 phyloDocs = corpusToDocs c phyloBase
220 --------------------------------------
222 phyloBase = tracePhyloBase $ toPhyloBase q (initPhyloParam (Just defaultPhyloVersion) (Just defaultSoftware) (Just q)) c roots termList fis
223 --------------------------------------
224 --------------------------------------
225 toPhyloBase q p c roots termList fis = initPhyloBase periods foundations nbDocs cooc fis p
227 --------------------------------------
228 cooc :: Map Date (Map (Int,Int) Double)
229 cooc = docsToCooc (parseDocs (foundations ^. phylo_foundationsRoots) c) (foundations ^. phylo_foundationsRoots)
230 --------------------------------------
231 nbDocs :: Map Date Double
233 --------------------------------------
234 foundations :: PhyloFoundations
235 foundations = PhyloFoundations (initFoundationsRoots roots) termList
236 --------------------------------------
237 periods :: [(Date,Date)]
238 periods = initPeriods (getPeriodGrain q) (getPeriodSteps q)
239 $ both fst (head' "LevelMaker" c,last c)
240 --------------------------------------
241 --------------------------------------
242 corpusToDocs c p = groupDocsByPeriod date (getPhyloPeriods p) $ parseDocs (getFoundationsRoots p) c
245 instance PhyloMaker [Document]
247 --------------------------------------
248 toPhylo q c roots termList fis = toNthLevel (getNthLevel q) (getInterTemporalMatching q) (getNthCluster q) phylo1
250 --------------------------------------
252 phylo1 = toPhylo1 (getContextualUnit q) (getInterTemporalMatching q) phyloDocs phylo0
253 --------------------------------------
255 phylo0 = toPhylo0 phyloDocs phyloBase
256 --------------------------------------
257 phyloDocs :: Map (Date, Date) [Document]
258 phyloDocs = corpusToDocs c phyloBase
259 --------------------------------------
261 phyloBase = tracePhyloBase $ toPhyloBase q (initPhyloParam (Just defaultPhyloVersion) (Just defaultSoftware) (Just q)) c roots termList fis
262 --------------------------------------
263 --------------------------------------
264 toPhyloBase q p c roots termList fis = initPhyloBase periods foundations nbDocs cooc fis p
266 --------------------------------------
267 cooc :: Map Date (Map (Int,Int) Double)
268 cooc = docsToCooc c (foundations ^. phylo_foundationsRoots)
269 --------------------------------------
270 nbDocs :: Map Date Double
271 nbDocs = countDocs $ map (\doc -> (date doc, text doc)) c
272 --------------------------------------
273 foundations :: PhyloFoundations
274 foundations = PhyloFoundations (initFoundationsRoots roots) termList
275 --------------------------------------
276 periods :: [(Date,Date)]
277 periods = initPeriods (getPeriodGrain q) (getPeriodSteps q)
278 $ both date (head' "LevelMaker" c,last c)
279 --------------------------------------
280 --------------------------------------
281 corpusToDocs c p = groupDocsByPeriod date (getPhyloPeriods p) c
289 tracePhylo0 :: Phylo -> Phylo
290 tracePhylo0 p = trace ("\n---------------\n--| Phylo 0 |--\n---------------\n\n") p
292 tracePhylo1 :: Phylo -> Phylo
293 tracePhylo1 p = trace ("\n---------------\n--| Phylo 1 |--\n---------------\n\n") p
295 tracePhyloN :: Level -> Phylo -> Phylo
296 tracePhyloN lvl p = trace ("\n---------------\n--| Phylo " <> show (lvl) <> " |--\n---------------\n\n") p
299 tracePhyloBase :: Phylo -> Phylo
300 tracePhyloBase p = trace ( "\n-------------\n--| Phylo |--\n-------------\n\n"
301 <> show (length $ _phylo_periods p) <> " periods from "
302 <> show (getPhyloPeriodId $ (head' "PhyloMaker") $ _phylo_periods p)
304 <> show (getPhyloPeriodId $ last $ _phylo_periods p)
306 <> show ( Vector.length $ getFoundationsRoots p) <> " foundations roots \n") p
309 traceTempoMatching :: Filiation -> Level -> Phylo -> Phylo
310 traceTempoMatching fil lvl p = trace ( "----\n" <> show (fil) <> " filtered temporal Matching in Phylo" <> show (lvl) <> " :\n"
311 <> "count : " <> show (length pts) <> " pointers\n"
312 <> "similarity : " <> show (percentile 25 (VS.fromList sim)) <> " (25%) "
313 <> show (percentile 50 (VS.fromList sim)) <> " (50%) "
314 <> show (percentile 75 (VS.fromList sim)) <> " (75%) "
315 <> show (percentile 90 (VS.fromList sim)) <> " (90%)\n") p
317 --------------------------------------
319 sim = sort $ map snd pts
320 --------------------------------------
322 pts = concat $ map (\g -> getGroupPointers PeriodEdge fil g) $ getGroupsWithLevel lvl p
323 --------------------------------------
326 traceReBranches :: Level -> Phylo -> Phylo
327 traceReBranches lvl p = trace ( "----\n" <> "Branches in Phylo" <> show lvl <> " after relinking :\n"
328 <> "count : " <> show (length $ filter (\(lvl',_) -> lvl' == lvl ) $ getBranchIds p) <> " branches\n"
329 <> "count : " <> show (length $ getGroupsWithLevel lvl p) <> " groups\n"
330 <> "groups by branch : " <> show (percentile 25 (VS.fromList brs)) <> " (25%) "
331 <> show (percentile 50 (VS.fromList brs)) <> " (50%) "
332 <> show (percentile 75 (VS.fromList brs)) <> " (75%) "
333 <> show (percentile 90 (VS.fromList brs)) <> " (90%)\n") p
335 --------------------------------------
337 brs = sort $ map (\(_,gs) -> fromIntegral $ length gs)
338 $ filter (\(id,_) -> (fst id) == lvl)
339 $ getGroupsByBranches p
340 --------------------------------------
343 traceBranches :: Level -> Phylo -> Phylo
344 traceBranches lvl p = trace ( "----\n" <> "Branches in Phylo" <> show lvl <> " :\n"
345 <> "count : " <> show (length $ filter (\(lvl',_) -> lvl' == lvl ) $ getBranchIds p) <> " branches\n"
346 <> "count : " <> show (length $ getGroupsWithLevel lvl p) <> " groups\n"
347 <> "groups by branch : " <> show (percentile 25 (VS.fromList brs)) <> " (25%) "
348 <> show (percentile 50 (VS.fromList brs)) <> " (50%) "
349 <> show (percentile 75 (VS.fromList brs)) <> " (75%) "
350 <> show (percentile 90 (VS.fromList brs)) <> " (90%)\n") p
352 --------------------------------------
354 brs = sort $ map (\(_,gs) -> fromIntegral $ length gs)
355 $ filter (\(id,_) -> (fst id) == lvl)
356 $ getGroupsByBranches p
357 --------------------------------------