mirror of https://gitee.com/bigwinds/arangodb
GraphViewer: CommunityDetection algorithm implemented successfully, however distance is not yet considered for decission
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@ -70,17 +70,136 @@ function NodeReducer(nodes, edges) {
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dQ[sID][lID] = cFact - a[sID] * a[lID];
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if (heap[sID].val < dQ[sID][lID]) {
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heap[sID].val = dQ[sID][lID];
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heap[sID].sID = sID;
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heap[sID].lID = lID;
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}
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});
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},
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getLargestOnHeap = function(heap) {
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return _.max(heap, function(e) {
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return e.val;
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});
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},
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joinCommunities = function(sID, lID, coms) {
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var old = coms[sID] || [sID],
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newC = coms[lID] || [lID];
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coms[lID] = old.concat(newC);
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delete coms[sID];
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},
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getDQValue = function(dQ, a, b) {
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if (a < b) {
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if (dQ[a] !== undefined) {
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return dQ[a][b];
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}
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return undefined;
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}
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if (dQ[b] !== undefined) {
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return dQ[b][a];
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}
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return undefined;
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},
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setDQValue = function(dQ, heap, a, b, val) {
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if (a < b) {
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if(dQ[a] === undefined) {
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dQ[a] = {};
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heap[a] = {};
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heap[a].val = -1;
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}
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dQ[a][b] = val;
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if (heap[a].val < val) {
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heap[a].val = val;
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heap[a].sID = a;
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heap[a].lID = b;
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}
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} else {
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if(dQ[b] === undefined) {
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dQ[b] = {};
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heap[b] = {};
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heap[b].val = -1;
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}
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dQ[b][a] = val;
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if (heap[b].val < val) {
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heap[b].val = val;
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heap[b].sID = b;
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heap[b].lID = a;
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}
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}
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},
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delDQValue = function(dQ, a, b) {
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if (a < b) {
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delete dQ[a][b];
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} else {
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delete dQ[b][a];
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}
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},
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updateValues = function(largest, dQ, a, heap) {
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var lID = largest.lID,
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sID = largest.sID;
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_.each(nodes, function (n) {
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var id = n._id;
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if (id == sID || id == lID) {
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return null;
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}
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var c1 = getDQValue(dQ, id, sID),
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c2 = getDQValue(dQ, id, lID);
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if (c1 !== undefined) {
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if (c2 !== undefined) {
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setDQValue(dQ, heap, id, lID, c1 + c2);
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} else {
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setDQValue(dQ, heap, id, lID, c1 - 2 * a[lID] * a[id]);
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}
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delDQValue(dQ, id, sID);
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} else {
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if (c2 !== undefined) {
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setDQValue(dQ, heap, id, lID, c2- 2 * a[sID] * a[id]);
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}
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}
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});
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delete dQ[sID];
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delete heap[sID];
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a[lID] += a[sID];
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delete a[sID];
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},
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communityDetectionStep = function(dQ, a, heap, coms) {
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var l = getLargestOnHeap(heap);
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if (l.val < 0) {
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return false;
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}
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joinCommunities(l.sID, l.lID, coms);
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updateValues(l, dQ, a, heap);
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return true;
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};
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self.getCommunity = function(limit, focus) {
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var dQ = {},
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a = {},
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heap = {};
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heap = {},
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q = 0,
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coms = {},
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res = [];
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if (nodes.length === 0 || edges.length === 0) {
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throw "Load some nodes first.";
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}
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populateValues(dQ, a, heap);
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return [];
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while (communityDetectionStep(dQ, a, heap, coms)) {
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}
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res = _.values(coms);
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res.sort(function(a, b) {
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return b.length - a.length;
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});
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if (_.contains(res[0], focus)) {
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return res[1];
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}
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return res[0];
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};
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}
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@ -73,14 +73,13 @@ var helper = helper || {};
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};
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};
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helper.createClique = function(nodes, toConnect) {
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var edges = [], i, j;
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helper.insertClique = function(nodes, edges, toConnect) {
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var i, j;
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for (i = 0; i < toConnect.length - 1; i++) {
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for (j = i + 1; j < toConnect.length; j++) {
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edges.push(helper.createSimpleEdge(nodes, toConnect[i], toConnect[j]));
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}
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}
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return edges;
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};
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}());
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@ -75,16 +75,13 @@
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var com = this.actual,
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check = true;
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this.message = function() {
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var msg = _.map(com, function(c) {
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return c._id;
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});
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return "Expected " + msg + " to contain " + ns;
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return "Expected " + com + " to contain " + ns;
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};
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if (com.length !== ns.length) {
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return false;
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}
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_.each(ns, function(n) {
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if(!_.contains(com, nodes[n])) {
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if(!_.contains(com, n)) {
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check = false;
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}
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});
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@ -112,13 +109,13 @@
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edges.push(helper.createSimpleEdge(nodes, 0, 3));
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edges.push(helper.createSimpleEdge(nodes, 3, 4));
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var com = reducer.getCommunity(2, nodes[4]);
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expect(com).toContainNodes([0, 1, 2, 3]);
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var com = reducer.getCommunity(3, nodes[4]);
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expect(com).toContainNodes([0, 1, 2]);
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});
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it('should prefer cliques as a community over an equal sized other group', function() {
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nodes = helper.createSimpleNodes([0, 1, 2, 3, 4, 5, 6, 7, 8]);
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edges = helper.createClique(nodes, [0, 1, 2, 3]);
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helper.insertSimpleNodes(nodes, [0, 1, 2, 3, 4, 5, 6, 7, 8]);
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helper.insertClique(nodes, edges, [0, 1, 2, 3]);
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edges.push(helper.createSimpleEdge(nodes, 4, 3));
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edges.push(helper.createSimpleEdge(nodes, 4, 5));
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edges.push(helper.createSimpleEdge(nodes, 5, 6));
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@ -130,8 +127,8 @@
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});
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it('should not return a close group if there is an alternative', function() {
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nodes = helper.createSimpleNodes([0, 1, 2, 3, 4, 5, 6, 7]);
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edges = helper.createClique(nodes, [0, 1, 2]);
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helper.insertSimpleNodes(nodes, [0, 1, 2, 3, 4, 5, 6, 7]);
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helper.insertClique(nodes, edges, [0, 1, 2]);
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edges.push(helper.createSimpleEdge(nodes, 3, 2));
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edges.push(helper.createSimpleEdge(nodes, 3, 4));
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edges.push(helper.createSimpleEdge(nodes, 4, 5));
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