{-| Module : Gargantext.Database.Metrics.NgramsByNode Description : Ngrams by Node user and master Copyright : (c) CNRS, 2017-Present License : AGPL + CECILL v3 Maintainer : team@gargantext.org Stability : experimental Portability : POSIX Ngrams by node enable contextual metrics. -} {-# LANGUAGE QuasiQuotes #-} module Gargantext.Database.Action.Metrics.NgramsByNode where --import Data.Map.Strict.Patch (PatchMap, Replace, diff) import Data.HashMap.Strict (HashMap) import Data.Map (Map) import Data.Set (Set) import Data.Text (Text) import Data.Tuple.Extra (first, second, swap) import Database.PostgreSQL.Simple.SqlQQ (sql) import Database.PostgreSQL.Simple.Types (Values(..), QualifiedIdentifier(..)) import Debug.Trace (trace) import Gargantext.Core import Gargantext.API.Ngrams.Types (NgramsTerm(..)) import Gargantext.Data.HashMap.Strict.Utils as HM import Gargantext.Database.Admin.Types.Node -- (ListId, CorpusId, NodeId) import Gargantext.Database.Prelude (Cmd, runPGSQuery) import Gargantext.Database.Schema.Ngrams (ngramsTypeId, NgramsType(..)) import Gargantext.Prelude import qualified Data.HashMap.Strict as HM import qualified Data.Map as Map import qualified Data.Set as Set import qualified Database.PostgreSQL.Simple as DPS -- | fst is size of Supra Corpus -- snd is Texts and size of Occurrences (different docs) countNodesByNgramsWith :: (NgramsTerm -> NgramsTerm) -> HashMap NgramsTerm (Set NodeId) -> (Double, HashMap NgramsTerm (Double, Set NgramsTerm)) countNodesByNgramsWith f m = (total, m') where total = fromIntegral $ Set.size $ Set.unions $ HM.elems m m' = HM.map ( swap . second (fromIntegral . Set.size)) $ groupNodesByNgramsWith f m groupNodesByNgramsWith :: (NgramsTerm -> NgramsTerm) -> HashMap NgramsTerm (Set NodeId) -> HashMap NgramsTerm (Set NgramsTerm, Set NodeId) groupNodesByNgramsWith f m = HM.fromListWith (<>) $ map (\(t,ns) -> (f t, (Set.singleton t, ns))) $ HM.toList m ------------------------------------------------------------------------ getNodesByNgramsUser :: HasDBid NodeType => CorpusId -> NgramsType -> Cmd err (HashMap NgramsTerm (Set NodeId)) getNodesByNgramsUser cId nt = HM.fromListWith (<>) <$> map (\(n,t) -> (NgramsTerm t, Set.singleton n)) <$> selectNgramsByNodeUser cId nt where selectNgramsByNodeUser :: HasDBid NodeType => CorpusId -> NgramsType -> Cmd err [(NodeId, Text)] selectNgramsByNodeUser cId' nt' = runPGSQuery queryNgramsByNodeUser ( cId' , toDBid NodeDocument , ngramsTypeId nt' -- , 100 :: Int -- limit -- , 0 :: Int -- offset ) queryNgramsByNodeUser :: DPS.Query queryNgramsByNodeUser = [sql| SELECT nng.node2_id, ng.terms FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN nodes_nodes nn ON nn.node2_id = nng.node2_id JOIN nodes n ON nn.node2_id = n.id WHERE nn.node1_id = ? -- CorpusId AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 GROUP BY nng.node2_id, ng.terms ORDER BY (nng.node2_id, ng.terms) DESC -- LIMIT ? -- OFFSET ? |] ------------------------------------------------------------------------ -- TODO add groups getOccByNgramsOnlyFast :: HasDBid NodeType => CorpusId -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm Int) getOccByNgramsOnlyFast cId nt ngs = HM.fromListWith (+) <$> selectNgramsOccurrencesOnlyByNodeUser cId nt ngs getOccByNgramsOnlyFast_withSample :: HasDBid NodeType => CorpusId -> Int -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm Int) getOccByNgramsOnlyFast_withSample cId int nt ngs = HM.fromListWith (+) <$> selectNgramsOccurrencesOnlyByNodeUser_withSample cId int nt ngs getOccByNgramsOnlyFast' :: CorpusId -> ListId -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm Int) getOccByNgramsOnlyFast' cId lId nt tms = trace (show (cId, lId)) $ HM.fromListWith (+) <$> map (second round) <$> run cId lId nt tms where fields = [QualifiedIdentifier Nothing "text"] run :: CorpusId -> ListId -> NgramsType -> [NgramsTerm] -> Cmd err [(NgramsTerm, Double)] run cId' lId' nt' tms' = fmap (first NgramsTerm) <$> runPGSQuery query ( Values fields ((DPS.Only . unNgramsTerm) <$> tms') , cId' , lId' , ngramsTypeId nt' ) query :: DPS.Query query = [sql| WITH input_rows(terms) AS (?) SELECT ng.terms, nng.weight FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms WHERE nng.node1_id = ? -- CorpusId AND nng.node2_id = ? -- ListId AND nng.ngrams_type = ? -- NgramsTypeId -- AND nn.category > 0 -- TODO GROUP BY ng.terms, nng.weight |] -- just slower than getOccByNgramsOnlyFast getOccByNgramsOnlySlow :: HasDBid NodeType => NodeType -> CorpusId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm Int) getOccByNgramsOnlySlow t cId ls nt ngs = HM.map Set.size <$> getScore' t cId ls nt ngs where getScore' NodeCorpus = getNodesByNgramsOnlyUser getScore' NodeDocument = getNgramsByDocOnlyUser getScore' _ = getNodesByNgramsOnlyUser getOccByNgramsOnlySafe :: HasDBid NodeType => CorpusId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm Int) getOccByNgramsOnlySafe cId ls nt ngs = do printDebug "getOccByNgramsOnlySafe" (cId, nt, length ngs) fast <- getOccByNgramsOnlyFast cId nt ngs slow <- getOccByNgramsOnlySlow NodeCorpus cId ls nt ngs when (fast /= slow) $ printDebug "getOccByNgramsOnlySafe: difference" (HM.difference slow fast, HM.difference fast slow) -- diff slow fast :: PatchMap Text (Replace (Maybe Int)) pure slow selectNgramsOccurrencesOnlyByNodeUser :: HasDBid NodeType => CorpusId -> NgramsType -> [NgramsTerm] -> Cmd err [(NgramsTerm, Int)] selectNgramsOccurrencesOnlyByNodeUser cId nt tms = fmap (first NgramsTerm) <$> runPGSQuery queryNgramsOccurrencesOnlyByNodeUser ( Values fields ((DPS.Only . unNgramsTerm) <$> tms) , cId , toDBid NodeDocument , ngramsTypeId nt ) where fields = [QualifiedIdentifier Nothing "text"] -- same as queryNgramsOnlyByNodeUser but using COUNT on the node ids. -- Question: with the grouping is the result exactly the same (since Set NodeId for -- equivalent ngrams intersections are not empty) queryNgramsOccurrencesOnlyByNodeUser :: DPS.Query queryNgramsOccurrencesOnlyByNodeUser = [sql| WITH input_rows(terms) AS (?) SELECT ng.terms, COUNT(nng.node2_id) FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN nodes_nodes nn ON nn.node2_id = nng.node2_id JOIN nodes n ON nn.node2_id = n.id WHERE nn.node1_id = ? -- CorpusId AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 GROUP BY nng.node2_id, ng.terms |] selectNgramsOccurrencesOnlyByNodeUser_withSample :: HasDBid NodeType => CorpusId -> Int -> NgramsType -> [NgramsTerm] -> Cmd err [(NgramsTerm, Int)] selectNgramsOccurrencesOnlyByNodeUser_withSample cId int nt tms = fmap (first NgramsTerm) <$> runPGSQuery queryNgramsOccurrencesOnlyByNodeUser_withSample ( int , toDBid NodeDocument , cId , Values fields ((DPS.Only . unNgramsTerm) <$> tms) , cId , ngramsTypeId nt ) where fields = [QualifiedIdentifier Nothing "text"] queryNgramsOccurrencesOnlyByNodeUser_withSample :: DPS.Query queryNgramsOccurrencesOnlyByNodeUser_withSample = [sql| WITH nodes_sample AS (SELECT id FROM nodes n TABLESAMPLE SYSTEM_ROWS (?) JOIN nodes_nodes nn ON n.id = nn.node2_id WHERE n.typename = ? AND nn.node1_id = ?), input_rows(terms) AS (?) SELECT ng.terms, COUNT(nng.node2_id) FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN nodes_nodes nn ON nn.node2_id = nng.node2_id JOIN nodes_sample n ON nn.node2_id = n.id WHERE nn.node1_id = ? -- CorpusId AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 GROUP BY nng.node2_id, ng.terms |] queryNgramsOccurrencesOnlyByNodeUser' :: DPS.Query queryNgramsOccurrencesOnlyByNodeUser' = [sql| WITH input_rows(terms) AS (?) SELECT ng.terms, COUNT(nng.node2_id) FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN nodes_nodes nn ON nn.node2_id = nng.node2_id JOIN nodes n ON nn.node2_id = n.id WHERE nn.node1_id = ? -- CorpusId AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 GROUP BY nng.node2_id, ng.terms |] ------------------------------------------------------------------------ getNodesByNgramsOnlyUser :: HasDBid NodeType => CorpusId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm (Set NodeId)) getNodesByNgramsOnlyUser cId ls nt ngs = HM.unionsWith (<>) . map (HM.fromListWith (<>) . map (second Set.singleton)) <$> mapM (selectNgramsOnlyByNodeUser cId ls nt) (splitEvery 1000 ngs) getNgramsByNodeOnlyUser :: HasDBid NodeType => NodeId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err (Map NodeId (Set NgramsTerm)) getNgramsByNodeOnlyUser cId ls nt ngs = Map.unionsWith (<>) . map ( Map.fromListWith (<>) . map (second Set.singleton) ) . map (map swap) <$> mapM (selectNgramsOnlyByNodeUser cId ls nt) (splitEvery 1000 ngs) ------------------------------------------------------------------------ selectNgramsOnlyByNodeUser :: HasDBid NodeType => CorpusId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err [(NgramsTerm, NodeId)] selectNgramsOnlyByNodeUser cId ls nt tms = fmap (first NgramsTerm) <$> runPGSQuery queryNgramsOnlyByNodeUser ( Values fields ((DPS.Only . unNgramsTerm) <$> tms) , Values [QualifiedIdentifier Nothing "int4"] (DPS.Only <$> (map (\(NodeId n) -> n) ls)) , cId , toDBid NodeDocument , ngramsTypeId nt ) where fields = [QualifiedIdentifier Nothing "text"] queryNgramsOnlyByNodeUser :: DPS.Query queryNgramsOnlyByNodeUser = [sql| WITH input_rows(terms) AS (?), input_list(id) AS (?) SELECT ng.terms, nng.node2_id FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN input_list il ON il.id = nng.node1_id JOIN nodes_nodes nn ON nn.node2_id = nng.node2_id JOIN nodes n ON nn.node2_id = n.id WHERE nn.node1_id = ? -- CorpusId AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 GROUP BY ng.terms, nng.node2_id |] selectNgramsOnlyByNodeUser' :: HasDBid NodeType => CorpusId -> [ListId] -> NgramsType -> [Text] -> Cmd err [(Text, Int)] selectNgramsOnlyByNodeUser' cId ls nt tms = runPGSQuery queryNgramsOnlyByNodeUser ( Values fields (DPS.Only <$> tms) , Values [QualifiedIdentifier Nothing "int4"] (DPS.Only <$> (map (\(NodeId n) -> n) ls)) , cId , toDBid NodeDocument , ngramsTypeId nt ) where fields = [QualifiedIdentifier Nothing "text"] queryNgramsOnlyByNodeUser' :: DPS.Query queryNgramsOnlyByNodeUser' = [sql| WITH input_rows(terms) AS (?), input_list(id) AS (?) SELECT ng.terms, nng.weight FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN input_list il ON il.id = nng.node2_id WHERE nng.node1_id = ? -- CorpusId AND nng.ngrams_type = ? -- NgramsTypeId -- AND nn.category > 0 GROUP BY ng.terms, nng.weight |] getNgramsByDocOnlyUser :: DocId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err (HashMap NgramsTerm (Set NodeId)) getNgramsByDocOnlyUser cId ls nt ngs = HM.unionsWith (<>) . map (HM.fromListWith (<>) . map (second Set.singleton)) <$> mapM (selectNgramsOnlyByDocUser cId ls nt) (splitEvery 1000 ngs) selectNgramsOnlyByDocUser :: DocId -> [ListId] -> NgramsType -> [NgramsTerm] -> Cmd err [(NgramsTerm, NodeId)] selectNgramsOnlyByDocUser dId ls nt tms = fmap (first NgramsTerm) <$> runPGSQuery queryNgramsOnlyByDocUser ( Values fields ((DPS.Only . unNgramsTerm) <$> tms) , Values [QualifiedIdentifier Nothing "int4"] (DPS.Only <$> (map (\(NodeId n) -> n) ls)) , dId , ngramsTypeId nt ) where fields = [QualifiedIdentifier Nothing "text"] queryNgramsOnlyByDocUser :: DPS.Query queryNgramsOnlyByDocUser = [sql| WITH input_rows(terms) AS (?), input_list(id) AS (?) SELECT ng.terms, nng.node2_id FROM node_node_ngrams nng JOIN ngrams ng ON nng.ngrams_id = ng.id JOIN input_rows ir ON ir.terms = ng.terms JOIN input_list il ON il.id = nng.node1_id WHERE nng.node2_id = ? -- DocId AND nng.ngrams_type = ? -- NgramsTypeId GROUP BY ng.terms, nng.node2_id |] ------------------------------------------------------------------------ -- | TODO filter by language, database, any social field getNodesByNgramsMaster :: HasDBid NodeType => UserCorpusId -> MasterCorpusId -> Cmd err (HashMap Text (Set NodeId)) getNodesByNgramsMaster ucId mcId = unionsWith (<>) . map (HM.fromListWith (<>) . map (\(n,t) -> (t, Set.singleton n))) -- . takeWhile (not . List.null) -- . takeWhile (\l -> List.length l > 3) <$> mapM (selectNgramsByNodeMaster 1000 ucId mcId) [0,500..10000] selectNgramsByNodeMaster :: HasDBid NodeType => Int -> UserCorpusId -> MasterCorpusId -> Int -> Cmd err [(NodeId, Text)] selectNgramsByNodeMaster n ucId mcId p = runPGSQuery queryNgramsByNodeMaster' ( ucId , ngramsTypeId NgramsTerms , toDBid NodeDocument , p , toDBid NodeDocument , p , n , mcId , toDBid NodeDocument , ngramsTypeId NgramsTerms ) -- | TODO fix node_node_ngrams relation queryNgramsByNodeMaster' :: DPS.Query queryNgramsByNodeMaster' = [sql| WITH nodesByNgramsUser AS ( SELECT n.id, ng.terms FROM nodes n JOIN nodes_nodes nn ON n.id = nn.node2_id JOIN node_node_ngrams nng ON nng.node2_id = n.id JOIN ngrams ng ON nng.ngrams_id = ng.id WHERE nn.node1_id = ? -- UserCorpusId -- AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId AND nn.category > 0 AND node_pos(n.id,?) >= ? AND node_pos(n.id,?) < ? GROUP BY n.id, ng.terms ), nodesByNgramsMaster AS ( SELECT n.id, ng.terms FROM nodes n TABLESAMPLE SYSTEM_ROWS(?) JOIN node_node_ngrams nng ON n.id = nng.node2_id JOIN ngrams ng ON ng.id = nng.ngrams_id WHERE n.parent_id = ? -- Master Corpus toDBid AND n.typename = ? -- toDBid AND nng.ngrams_type = ? -- NgramsTypeId GROUP BY n.id, ng.terms ) SELECT m.id, m.terms FROM nodesByNgramsMaster m RIGHT JOIN nodesByNgramsUser u ON u.id = m.id |]