2 Module : Gargantext.Core.Viz.Graph.Tools.IGraph
3 Description : Tools to build Graph
4 Copyright : (c) CNRS, 2017-Present
5 License : AGPL + CECILL v3
6 Maintainer : team@gargantext.org
7 Stability : experimental
11 * Gábor Csárdi, Tamás Nepusz: The igraph software package for complex network research. InterJournal Complex Systems, 1695, 2006.
15 module Gargantext.Core.Viz.Graph.Tools.IGraph
19 import Data.Singletons (SingI)
20 import Gargantext.Core.Viz.Graph.Index
21 import Graph.Types (ClusterNode(..))
22 import IGraph hiding (mkGraph, neighbors, edges, nodes, Node, Graph)
24 import Gargantext.Prelude (saveAsFileDebug)
25 import qualified Data.List as List
26 import qualified Data.Map.Strict as Map
27 import qualified IGraph as IG
28 import qualified IGraph.Algorithms.Clique as IG
29 import qualified IGraph.Algorithms.Community as IG
30 import qualified IGraph.Algorithms.Structure as IG
31 import qualified IGraph.Random as IG
33 ------------------------------------------------------------------
35 type Graph_Undirected = IG.Graph 'U () ()
36 type Graph_Directed = IG.Graph 'D () ()
41 ------------------------------------------------------------------
42 -- | Main Graph management Functions
43 neighbors :: IG.Graph d v e -> IG.Node -> [IG.Node]
44 neighbors = IG.neighbors
46 edges :: IG.Graph d v e -> [Edge]
49 nodes :: IG.Graph d v e -> [IG.Node]
52 ------------------------------------------------------------------
54 maximalCliques :: IG.Graph d v e -> [[Int]]
55 maximalCliques g = IG.maximalCliques g (min',max')
60 ------------------------------------------------------------------
63 spinglass :: Seed -> Map (Int, Int) Double -> IO [ClusterNode]
64 spinglass s g = toClusterNode
66 <$> map (map (\n -> Map.lookup n fromI))
68 <$> mapM (partitions_spinglass' s) g'
70 -- Not connected components of the graph make crash spinglass
71 g' = IG.decompose $ mkGraphUfromEdges
75 (toI, fromI) = createIndices g
78 -- | Tools to analyze graphs
79 partitions_spinglass' :: (Serialize v, Serialize e)
80 => Seed -> IG.Graph 'U v e -> IO [[Int]]
81 partitions_spinglass' s g = do
82 gen <- IG.withSeed s pure
83 res <- IG.findCommunity g Nothing Nothing IG.spinglass gen
84 -- res <- IG.findCommunity g Nothing Nothing IG.leiden gen
85 -- res <- IG.findCommunity g Nothing Nothing IG.infomap gen
86 saveAsFileDebug "/tmp/res" res
90 toClusterNode :: [[Int]] -> [ClusterNode]
91 toClusterNode ns = List.concat
92 $ map (\(cId, ns') -> map (\n -> ClusterNode n cId) ns')
95 ------------------------------------------------------------------
96 mkGraph :: (SingI d, Ord v,
97 Serialize v, Serialize e) =>
98 [v] -> [LEdge e] -> IG.Graph d v e
101 ------------------------------------------------------------------
102 mkGraphUfromEdges :: [(Int, Int)] -> Graph_Undirected
103 mkGraphUfromEdges es = mkGraph (List.replicate n ()) $ zip es $ repeat ()
105 (a,b) = List.unzip es
106 n = List.length (List.nub $ a <> b)
109 mkGraphDfromEdges :: [(Int, Int)] -> Graph_Directed
110 mkGraphDfromEdges = undefined