+ it 'finds a product graph of the example graph from paper' do
+ pending 'implementation of directed graphs as operands of the product graph'
+ g1 = Graph.new
+ g2 = Graph.new
+ a = Vertex.new(:name => :a)
+ a1 = Vertex.new(:name => :a1)
+ a2 = Vertex.new(:name => :a2)
+ g1.connect(a, a1, :type => :l1)
+ g1.connect(a, a2, :type => :l1)
+ g1.connect(a1, a2, :type => :l2)
+ b = Vertex.new(:name => :b)
+ b1 = Vertex.new(:name => :b1)
+ b2 = Vertex.new(:name => :b2)
+ g2.connect(b, b1, :type => :l1)
+ g2.connect(b, b2, :type => :l2)
+ g2.connect(b1, b2, :type => :l2)
+ pg = g1.product g2
+
+ pg.should have(4).edges
+ pg.should have(6).vertices
+ end
+ end #product
+
+ describe 'initial_similarity' do
+ before(:each) do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1.connect(g1v1, g1v2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2.connect(g2v1, g2v2)
+ @pg = g1.product g2
+ end
+
+ def simple_name_similarity(n1, n2)
+ 1 - n1.to_s.codepoints.to_a.delete_if {|c| n2.to_s.codepoints.to_a.include? c}.length / n1.to_s.length.to_f
+ end
+
+ it 'should give all nodes an initial similarity of 1 if no block is given' do
+ @pg.initial_similarity
+ @pg.vertices.each do |v|
+ v.initial_similarity.should be_within(0.001).of(1.0)
+ v.similarity.should be_within(0.001).of(1.0)
+ end
+ end
+
+ it 'should give all nodes the similarity as defined by the given block' do
+ @pg.initial_similarity {|v| simple_name_similarity v.g1_vertex.name, v.g2_vertex.name}
+ @pg.vertices.each do |v|
+ v.initial_similarity.should be_within(0.001).of( simple_name_similarity v.g1_vertex.name, v.g2_vertex.name )
+ v.similarity.should be_within(0.001).of( simple_name_similarity v.g1_vertex.name, v.g2_vertex.name )
+ end
+
+ end
+ end #initial similarity
+
+ describe 'similarity flood' do
+ it 'similarity floods a graph of two nodes' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1.connect(g1v1, g1v2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2.connect(g2v1, g2v2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood
+ pg.vertices.each do |v|
+ v.similarity.should be_within(0.001).of(1.0)
+ end
+ end
+
+ it 'similarity floods a graph of three nodes, a -- b -- c' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1v3 = Vertex.new(:name => :g1v3)
+ g1.connect(g1v1, g1v2, :type => :t1)
+ g1.connect(g1v2, g1v3, :type => :t2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2v3 = Vertex.new(:name => :g2v3)
+ g2.connect(g2v1, g2v2, :type => :t1)
+ g2.connect(g2v2, g2v3, :type => :t2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood
+ expected_similarities = {
+ 'g1v1:g2v1' => 0.5,
+ 'g1v1:g2v2' => 0.6666666666666666,
+ 'g1v2:g2v1' => 0.6666666666666666,
+ 'g1v2:g2v2' => 1.0,
+ 'g1v2:g2v3' => 0.6666666666666666,
+ 'g1v3:g2v2' => 0.6666666666666666,
+ 'g1v3:g2v3' => 0.5}
+ pg.vertices.each do |v|
+ name = "#{v.g1_vertex.name.to_s}:#{v.g2_vertex.name.to_s}"
+ v.similarity.should be_within(0.001).of(expected_similarities[name])
+ end
+ end
+
+ it 'simialrity floods the sample graph from the paper' do
+ pg = Graph.new
+ ab = Vertex.new(:name => 'a:b')
+ a1b1 = Vertex.new(:name => 'a1:b1')
+ a2b1 = Vertex.new(:name => 'a2:b1')
+ a1b2 = Vertex.new(:name => 'a1:b2')
+ a1b = Vertex.new(:name => 'a1:b')
+ a2b2 = Vertex.new(:name => 'a2:b2')
+ pg.connect(ab, a1b1, :type => :l1)
+ pg.connect(ab, a2b1, :type => :l1)
+ pg.connect(a2b1, a1b2, :type => :l2)
+ pg.connect(a1b, a2b2, :type => :l2)
+ pg.initial_similarity
+ pg.similarity_flood
+
+ expected_similarities = {
+ 'a:b' => 1.0,
+ 'a2:b1' => 0.92,
+ 'a1:b2' => 0.71,
+ 'a1:b1' => 0.38,
+ 'a1:b' => 0.0,
+ 'a2:b2' => 0.0}
+ pg.vertices.each do |v|
+ v.similarity.should be_within(0.02).of(expected_similarities[v.name])
+ end
+ end
+
+ it 'similarity floods a graph of three nodes, a -- b -- c, given a block that performs the default update' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1v3 = Vertex.new(:name => :g1v3)
+ g1.connect(g1v1, g1v2, :type => :t1)
+ g1.connect(g1v2, g1v3, :type => :t2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2v3 = Vertex.new(:name => :g2v3)
+ g2.connect(g2v1, g2v2, :type => :t1)
+ g2.connect(g2v2, g2v3, :type => :t2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood do |v|
+ edge_groups = v.edges.group_by {|e| e.type }
+ edge_groups.each do |type, edges|
+ n = edges.length
+ edges.each do |e|
+ e.other_end(v).similarity += v.last_similarity / n
+ end
+ end
+ v.similarity
+ end
+ expected_similarities = {
+ 'g1v1:g2v1' => 0.5,
+ 'g1v1:g2v2' => 0.6666666666666666,
+ 'g1v2:g2v1' => 0.6666666666666666,
+ 'g1v2:g2v2' => 1.0,
+ 'g1v2:g2v3' => 0.6666666666666666,
+ 'g1v3:g2v2' => 0.6666666666666666,
+ 'g1v3:g2v3' => 0.5}
+ pg.vertices.each do |v|
+ name = "#{v.g1_vertex.name.to_s}:#{v.g2_vertex.name.to_s}"
+ v.similarity.should be_within(0.001).of(expected_similarities[name])
+ end
+ end
+
+ it 'similarity floods a graph of three nodes, a -- b -- c, given a block that performs a different update (method A)' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1v3 = Vertex.new(:name => :g1v3)
+ g1.connect(g1v1, g1v2, :type => :t1)
+ g1.connect(g1v2, g1v3, :type => :t2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2v3 = Vertex.new(:name => :g2v3)
+ g2.connect(g2v1, g2v2, :type => :t1)
+ g2.connect(g2v2, g2v3, :type => :t2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood do |v|
+ v.similarity = v.initial_similarity
+ edge_groups = v.edges.group_by {|e| e.type }
+ edge_groups.each do |type, edges|
+ n = edges.length
+ edges.each do |e|
+ e.other_end(v).similarity += v.last_similarity / n
+ end
+ end
+ v.similarity
+ end
+ expected_similarities = {
+ 'g1v1:g2v1' => 0.9269662921348315,
+ 'g1v1:g2v2' => 1.0,
+ 'g1v2:g2v1' => 0.6179775280898876,
+ 'g1v2:g2v2' => 1.0,
+ 'g1v2:g2v3' => 1.0,
+ 'g1v3:g2v2' => 0.6179775280898876,
+ 'g1v3:g2v3' => 0.6179775280898876}
+ pg.vertices.each do |v|
+ name = "#{v.g1_vertex.name.to_s}:#{v.g2_vertex.name.to_s}"
+ v.similarity.should be_within(0.001).of(expected_similarities[name])
+ end
+ end
+
+ it 'similarity floods a graph of three nodes, a -- b -- c, given a block that performs a different update (method B)' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1v3 = Vertex.new(:name => :g1v3)
+ g1.connect(g1v1, g1v2, :type => :t1)
+ g1.connect(g1v2, g1v3, :type => :t2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2v3 = Vertex.new(:name => :g2v3)
+ g2.connect(g2v1, g2v2, :type => :t1)
+ g2.connect(g2v2, g2v3, :type => :t2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood do |v|
+ v.similarity = 0.0
+ edge_groups = v.edges.group_by {|e| e.type }
+ edge_groups.each do |type, edges|
+ n = edges.length
+ edges.each do |e|
+ e.other_end(v).similarity += (v.initial_similarity + v.last_similarity) / n
+ end
+ end
+ v.similarity
+ end
+ expected_similarities = {
+ 'g1v1:g2v1' => 1.0,
+ 'g1v1:g2v2' => 1.0,
+ 'g1v2:g2v1' => 0.0,
+ 'g1v2:g2v2' => 1.0,
+ 'g1v2:g2v3' => 1.0,
+ 'g1v3:g2v2' => 0.0,
+ 'g1v3:g2v3' => 0.0}
+ pg.vertices.each do |v|
+ name = "#{v.g1_vertex.name.to_s}:#{v.g2_vertex.name.to_s}"
+ v.similarity.should be_within(0.001).of(expected_similarities[name])
+ end
+ end
+
+ it 'similarity floods a graph of three nodes, a -- b -- c, given a block that performs a different update (method C)' do
+ g1 = Graph.new
+ g2 = Graph.new
+ g1v1 = Vertex.new(:name => :g1v1)
+ g1v2 = Vertex.new(:name => :g1v2)
+ g1v3 = Vertex.new(:name => :g1v3)
+ g1.connect(g1v1, g1v2, :type => :t1)
+ g1.connect(g1v2, g1v3, :type => :t2)
+ g2v1 = Vertex.new(:name => :g2v1)
+ g2v2 = Vertex.new(:name => :g2v2)
+ g2v3 = Vertex.new(:name => :g2v3)
+ g2.connect(g2v1, g2v2, :type => :t1)
+ g2.connect(g2v2, g2v3, :type => :t2)
+ pg = g1.product g2
+
+ pg.initial_similarity
+ pg.similarity_flood do |v|
+ v.similarity = v.initial_similarity + v.last_similarity
+ edge_groups = v.edges.group_by {|e| e.type }
+ edge_groups.each do |type, edges|
+ n = edges.length
+ edges.each do |e|
+ e.other_end(v).similarity += (v.initial_similarity + v.last_similarity) / n
+ end
+ end
+ v.similarity
+ end
+ expected_similarities = {
+ 'g1v1:g2v1' => 0.8282781862745098,
+ 'g1v1:g2v2' => 1.0,
+ 'g1v2:g2v1' => 0.41421568627450983,
+ 'g1v2:g2v2' => 1.0,
+ 'g1v2:g2v3' => 1.0,
+ 'g1v3:g2v2' => 0.41421568627450983,
+ 'g1v3:g2v3' => 0.41421568627450983}
+ pg.vertices.each do |v|
+ name = "#{v.g1_vertex.name.to_s}:#{v.g2_vertex.name.to_s}"
+ v.similarity.should be_within(0.001).of(expected_similarities[name])
+ end
+ end
+ end # similarity_flood