{-|
Module      : Gargantext.Database.Lists
Description : Main requests of Node to the database
Copyright   : (c) CNRS, 2017-Present
License     : AGPL + CECILL v3
Maintainer  : team@gargantext.org
Stability   : experimental
Portability : POSIX
-}


{-# OPTIONS_GHC -fno-warn-orphans        #-}

{-# LANGUAGE Arrows                 #-}
{-# LANGUAGE ConstraintKinds        #-}
{-# LANGUAGE FunctionalDependencies #-}
{-# LANGUAGE TemplateHaskell        #-}

module Gargantext.Database.Action.Metrics.Lists
  where

import Gargantext.API.Ngrams.Types (TabType(..))
import Gargantext.Core.Text.Metrics (Scored(..))
import Gargantext.Core.Types -- (NodePoly(..), NodeCorpus, ListId)
import Gargantext.Core.Types.Query (Limit)
import Gargantext.Database.Action.Flow.Types (FlowCmdM)
import Gargantext.Prelude hiding (sum, head)
import Prelude hiding (null, id, map, sum)
import qualified Data.HashMap.Strict as HashMap
import qualified Data.Map.Strict as Map
import qualified Data.Vector as Vec
import qualified Gargantext.Database.Action.Metrics as Metrics
{-
trainModel :: FlowCmdM env ServantErr m
             => Username -> m Score
trainModel u = do
  rootId <- _node_id <$> getRoot u
  (id:ids)   <- getCorporaWithParentId rootId
  (s,_model) <- case length ids >0 of
        True  ->  grid 100 150 (getMetrics
        False -> panic "Gargantext.Database.Lists.trainModel : not enough corpora"
  --}


getMetrics' :: FlowCmdM env err m
             => CorpusId -> Maybe ListId -> TabType -> Maybe Limit
             -> m (Map.Map ListType [Vec.Vector Double])
getMetrics' cId maybeListId tabType maybeLimit = do
  (ngs', scores) <- Metrics.getMetrics cId maybeListId tabType maybeLimit

  let
    metrics      = map (\(Scored t s1 s2) -> (listType t ngs', [Vec.fromList [s1,s2]])) scores
    listType t m = maybe (panic errorMsg) fst $ HashMap.lookup t m
    errorMsg     = "API.Node.metrics: key absent"

  {-
  _ <- Learn.grid 100 110 metrics' metrics'
  --}
  pure $ Map.fromListWith (<>) $ Vec.toList metrics