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[Scores] Inclusion/Exclusion and Specificity/Genericity ok with my tests.
[gargantext.git] / src / Gargantext / Viz / Graph / Index.hs
1 {-|
2 Module : Gargantext.Graph.Distances.Utils
3 Description : Tools to compute distances from Cooccurrences
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
8 Portability : POSIX
9
10 Basically @compute@ takes an accelerate function as first input, a Map
11 of coccurrences as second input and outputs a Map automatically using
12 indexes.
13
14 TODO:
15 --cooc2fgl :: Ord t, Integral n => Map (t, t) n -> Graph
16 --fgl2json
17
18 -}
19
20 {-# LANGUAGE BangPatterns #-}
21 {-# LANGUAGE FlexibleContexts #-}
22 {-# LANGUAGE NoImplicitPrelude #-}
23 {-# LANGUAGE TypeOperators #-}
24
25
26 module Gargantext.Viz.Graph.Index
27 where
28
29 import qualified Data.Array.Accelerate as A
30 import qualified Data.Array.Accelerate.Interpreter as A
31 import Data.Array.Accelerate (Matrix, Elt, Shape, (:.)(..), Z(..))
32
33 import qualified Data.Vector.Unboxed as DVU
34 import Data.Maybe (fromMaybe)
35
36 import Data.Set (Set)
37 import qualified Data.Set as S
38
39 import Data.Map (Map)
40 import qualified Data.Map.Strict as M
41
42 import Data.Vector (Vector)
43
44 import Gargantext.Prelude
45
46 type Index = Int
47
48 -------------------------------------------------------------------------------
49 -------------------------------------------------------------------------------
50 score :: (Ord t) => (A.Matrix Int -> A.Matrix Double)
51 -> Map (t, t) Int
52 -> Map (t, t) Double
53 score f m = fromIndex fromI . mat2map . f $ cooc2mat toI m
54 where
55 (toI, fromI) = createIndices m
56
57 -------------------------------------------------------------------------------
58 -------------------------------------------------------------------------------
59 cooc2mat :: Ord t => Map t Index -> Map (t, t) Int -> Matrix Int
60 cooc2mat ti m = map2mat 0 n idx
61 where
62 n = M.size ti
63 idx = toIndex ti m -- it is important to make sure that toIndex is ran only once.
64
65 map2mat :: Elt a => a -> Int -> Map (Index, Index) a -> Matrix a
66 map2mat def n m = A.fromFunction shape (\(Z :. x :. y) -> fromMaybe def $ M.lookup (x, y) m)
67 where
68 shape = (Z :. n :. n)
69
70 mat2map :: (Elt a, Shape (Z :. Index)) =>
71 A.Array (Z :. Index :. Index) a -> Map (Index, Index) a
72 mat2map m = M.fromList . map f . A.toList . A.run . A.indexed $ A.use m
73 where
74 Z :. _ :. n = A.arrayShape m
75 f ((Z :. i :. j), x) = ((i, j), x)
76
77 -------------------------------------------------------------------------------
78 -------------------------------------------------------------------------------
79 toIndex :: Ord t => Map t Index -> Map (t,t) a -> Map (Index,Index) a
80 toIndex ni ns = indexConversion ni ns
81
82 fromIndex :: Ord t => Map Index t -> Map (Index, Index) a -> Map (t,t) a
83 fromIndex ni ns = indexConversion ni ns
84
85 indexConversion :: (Ord b, Ord k) => Map k b -> Map (k,k) a -> Map (b, b) a
86 indexConversion index ms = M.fromList $ map (\((k1,k2),c) -> ( ((M.!) index k1, (M.!) index k2), c)) (M.toList ms)
87 ---------------------------------------------------------------------------------
88
89 -------------------------------------------------------------------------------
90 -- TODO
91 fromIndex' :: Ord t => Vector t -> Map (Index, Index) a -> Map (t,t) a
92 fromIndex' vi ns = undefined
93
94 -- TODO
95 createIndices' :: Ord t => Map (t, t) b -> (Map t Index, Vector t)
96 createIndices' = undefined
97
98 createIndices :: Ord t => Map (t, t) b -> (Map t Index, Map Index t)
99 createIndices = set2indices . map2set
100 where
101 map2set :: Ord t => Map (t, t) a -> Set t
102 map2set cs' = foldl' (\s ((t1,t2),_) -> insert [t1,t2] s ) S.empty (M.toList cs')
103 where
104 insert as s = foldl' (\s' t -> S.insert t s') s as
105
106 set2indices :: Ord t => Set t -> (Map t Index, Map Index t)
107 set2indices s = (M.fromList toIndex', M.fromList fromIndex')
108 where
109 fromIndex' = zip [0..] xs
110 toIndex' = zip xs [0..]
111 xs = S.toList s
112
113