2 Module : Gargantext.Database.Metrics
3 Description : Get Metrics from Storage (Database like)
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
14 {-# LANGUAGE OverloadedStrings #-}
15 {-# LANGUAGE NoImplicitPrelude #-}
16 {-# LANGUAGE FlexibleContexts #-}
18 module Gargantext.Database.Metrics
22 import Data.Text (Text)
23 import Gargantext.API.Ngrams (TabType(..), ngramsTypeFromTabType)
24 import Gargantext.API.Ngrams.Tools (filterListWithRoot, groupNodesByNgrams, Diagonal(..), getCoocByNgrams, mapTermListRoot, RootTerm)
25 import Gargantext.Core.Types (ListType(..), Limit, NodeType(..))
26 import Gargantext.Database.Flow (FlowCmdM)
27 import Gargantext.Database.Metrics.NgramsByNode (getNodesByNgramsOnlyUser, getTficfWith)
28 import Gargantext.Database.Node.Select
29 import Gargantext.Database.Schema.Node (defaultList)
30 import Gargantext.Database.Types.Node (ListId, CorpusId, HyperdataCorpus)
31 import Gargantext.Database.Flow (getOrMkRootWithCorpus)
32 import Gargantext.Database.Config (userMaster)
33 import Gargantext.Prelude
34 import Gargantext.Text.Metrics (scored, Scored(..), localMetrics, toScored)
35 import qualified Data.Map as Map
36 import qualified Data.Vector.Storable as Vec
39 getMetrics' :: FlowCmdM env err m
40 => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
41 -> m (Map Text (ListType, Maybe Text), [Scored Text])
42 getMetrics' cId maybeListId tabType maybeLimit = do
43 (ngs, _, myCooc) <- getNgramsCooc cId maybeListId tabType maybeLimit
44 pure (ngs, scored myCooc)
47 getMetrics :: FlowCmdM env err m
48 => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
49 -> m (Map Text (ListType, Maybe Text), [Scored Text])
50 getMetrics cId maybeListId tabType maybeLimit = do
51 (ngs, ngs', metrics) <- getLocalMetrics cId maybeListId tabType maybeLimit
53 (_masterUserId, _masterRootId, masterCorpusId) <- getOrMkRootWithCorpus userMaster "" (Nothing :: Maybe HyperdataCorpus)
55 lId <- defaultList cId
56 lIds <- selectNodesWithUsername NodeList userMaster
58 metrics' <- getTficfWith cId masterCorpusId (lIds <> [lId]) (ngramsTypeFromTabType tabType) ngs'
60 pure (ngs , toScored [metrics, Map.fromList $ map (\(a,b) -> (a, Vec.fromList [fst b])) $ Map.toList metrics'])
63 getLocalMetrics :: (FlowCmdM env err m)
64 => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
65 -> m ( Map Text (ListType, Maybe Text)
66 , Map Text (Maybe RootTerm)
67 , Map Text (Vec.Vector Double)
69 getLocalMetrics cId maybeListId tabType maybeLimit = do
70 (ngs, ngs', myCooc) <- getNgramsCooc cId maybeListId tabType maybeLimit
71 pure (ngs, ngs', localMetrics myCooc)
74 getNgramsCooc :: (FlowCmdM env err m)
75 => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
76 -> m ( Map Text (ListType, Maybe Text)
77 , Map Text (Maybe RootTerm)
78 , Map (Text, Text) Int
80 getNgramsCooc cId maybeListId tabType maybeLimit = do
81 (ngs', ngs) <- getNgrams cId maybeListId tabType
85 take' (Just n) xs = take n xs
87 lId <- defaultList cId
88 lIds <- selectNodesWithUsername NodeList userMaster
90 myCooc <- Map.filter (>1) <$> getCoocByNgrams (Diagonal True)
91 <$> groupNodesByNgrams ngs
92 <$> getNodesByNgramsOnlyUser cId (lIds <> [lId]) (ngramsTypeFromTabType tabType)
93 (take' maybeLimit $ Map.keys ngs)
94 pure $ (ngs', ngs, myCooc)
98 getNgrams :: (FlowCmdM env err m)
99 => CorpusId -> Maybe ListId -> TabType
100 -> m (Map Text (ListType, Maybe Text), Map Text (Maybe RootTerm))
101 getNgrams cId maybeListId tabType = do
102 lId <- case maybeListId of
103 Nothing -> defaultList cId
104 Just lId' -> pure lId'
106 lists <- mapTermListRoot [lId] (ngramsTypeFromTabType tabType)
107 let maybeSyn = Map.unions $ map (\t -> filterListWithRoot t lists)
108 [GraphTerm, StopTerm, CandidateTerm]
109 pure (lists, maybeSyn)