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authorPatrick Simianer <p@simianer.de>2014-02-25 17:23:26 +0100
committerPatrick Simianer <p@simianer.de>2014-02-25 17:23:26 +0100
commit47fe94c4addff8a3719998a32a0423662e9eccd2 (patch)
tree35e2dced15b1d9e14ab6671f867bb7934d64a701
parent1320a05f94a57855f1d69f2644e56213e702d224 (diff)
hypergraphs => v0.4
Diffstat
-rw-r--r--README.md1
-rwxr-xr-xlib/nlp_ruby.rb1
-rw-r--r--lib/nlp_ruby/hg.rb131
-rw-r--r--lib/nlp_ruby/semirings.rb10
-rw-r--r--nlp_ruby.gemspec4
-rw-r--r--test/dag/example.json (renamed from test/dags/example.json)0
-rw-r--r--test/dag/simple.json (renamed from test/dags/simple.json)0
-rw-r--r--test/hg/hg-toy.json32
-rw-r--r--test/hg/hg.json16874
-rwxr-xr-xtest/test_dag.rb (renamed from test/test_dags.rb)13
-rwxr-xr-xtest/test_hg.rb25
11 files changed, 17082 insertions, 9 deletions
diff --git a/README.md b/README.md
index 5db1487..338109c 100644
--- a/README.md
+++ b/README.md
@@ -7,6 +7,7 @@ The .gem can be found here: https://rubygems.org/gems/nlp_ruby
bleu.rb : BLEU implementation, also per-sentence-BLEU
dag.rb : implementation of a directed acyclic graph and various algorithms
fileutil.rb : file utilities
+ hg.rb : data structures and algorithms (viterbi currently) for hypergraphs
misc.rb : misc. stuff (e.g. monkey patches for Array and String)
semirings.rb : semirings (used in dags.rb)
SparseVector.rb : sparse vectors for ruby, based on Hash class
diff --git a/lib/nlp_ruby.rb b/lib/nlp_ruby.rb
index a3f9f1a..f57a302 100755
--- a/lib/nlp_ruby.rb
+++ b/lib/nlp_ruby.rb
@@ -9,6 +9,7 @@ require 'nlp_ruby/dag'
require 'nlp_ruby/semirings'
require 'nlp_ruby/bleu'
require 'nlp_ruby/misc'
+require 'nlp_ruby/hg'
STDIN.set_encoding 'utf-8'
STDOUT.set_encoding 'utf-8'
diff --git a/lib/nlp_ruby/hg.rb b/lib/nlp_ruby/hg.rb
new file mode 100644
index 0000000..b49cc6e
--- /dev/null
+++ b/lib/nlp_ruby/hg.rb
@@ -0,0 +1,131 @@
+#!/usr/bin/env ruby
+
+require 'nlp_ruby'
+require 'json'
+
+module HG
+
+
+class HG::Node
+ attr_accessor :label, :cat, :outgoing, :incoming, :score
+
+ def initialize label=nil, cat=nil, outgoing=[], incoming=[], score=nil
+ @label = label
+ @cat = cat
+ @outgoing = outgoing
+ @incoming = incoming
+ @score = nil
+ end
+
+ def to_s
+ "Node<label:\"#{@label}\", cat:\"#{@cat}\", outgoing:#{@outgoing.size}, incoming:#{@incoming.size}>"
+ end
+end
+
+class HG::Hypergraph
+ attr_accessor :nodes, :edges
+
+ def initialize nodes=[], edges=[]
+ @nodes = nodes
+ @edges = edges
+ end
+
+ def arity
+ @edges.map { |e| e.arity }.max
+ end
+
+ def to_s
+ "Hypergraph<nodes:[#{@nodes.to_s}], edges:[#{@edges.to_s}], arity:#{arity}>"
+ end
+end
+
+class HG::Hyperedge
+ attr_accessor :head, :tails, :weight, :f, :mark
+
+ def initialize head=nil, tails=[], weight=0.0, f={}
+ @head = head
+ @tails = tails
+ @weight = weight
+ @f = f
+ @mark = 0
+ end
+
+ def arity
+ return @tails.size
+ end
+
+ def marked?
+ arity == @mark
+ end
+
+ def to_s
+ "Hyperedge<head:\"#{@head.label}\", tails:#{@tails.map{|n|n.label}}, arity:#{arity}, weight:#{@weight}, f:#{f.to_s}, mark:#{@mark}>"
+ end
+end
+
+def HG::topological_sort nodes
+ sorted = []
+ s = nodes.reject { |n| !n.incoming.empty? }
+ while !s.empty?
+ sorted << s.shift
+ sorted.last.outgoing.each { |e|
+ next if e.marked?
+ e.mark += 1
+ s << e.head if e.head.incoming.reject{ |f| f.mark==f.arity }.empty?
+ }
+ end
+ return sorted
+end
+
+def HG::init nodes, semiring, root
+ nodes.each { |n| n.score=semiring.null }
+ root.score = semiring.one
+end
+
+def HG::viterbi hypergraph, root, semiring=ViterbiSemiring.new
+ toposorted = topological_sort hypergraph.nodes
+ init toposorted, semiring, root
+ toposorted.each { |n|
+ n.incoming.each { |e|
+ s = semiring.one
+ e.tails.each { |m|
+ s = semiring.multiply.call(s, m.score)
+ }
+ n.score = semiring.add.call(n.score, semiring.multiply.call(s, e.weight))
+ }
+ }
+end
+
+def HG::read_hypergraph_from_json fn, semiring=RealSemiring.new, log_weights=false
+ nodes = []
+ edges = []
+ nodes_by_label = {}
+ nodes_by_index = []
+ h = JSON.parse File.new(fn).read
+ w = SparseVector.from_h h['weights']
+ h['nodes'].each { |i|
+ n = Node.new i['label'], i['cat']
+ nodes << n
+ nodes_by_label[n.label] = n
+ nodes_by_index << n
+ }
+ h['edges'].each { |i|
+ e = Hyperedge.new nodes_by_label[i['head']], i['tails'].map{|j| nodes_by_label[j]}.to_a, semiring.convert.call(i['weight'].to_f)
+ e.f = SparseVector.from_h i['f']
+ if log_weights
+ e.weight = Math.exp(w.dot(e.f))
+ else
+ e.weight = w.dot(e.f)
+ end
+ e.tails.each { |m|
+ m.outgoing << e
+ }
+ e.head.incoming << e
+ edges << e
+ }
+ return Hypergraph.new(nodes, edges), nodes_by_label, nodes_by_index
+end
+
+
+end #module
+
diff --git a/lib/nlp_ruby/semirings.rb b/lib/nlp_ruby/semirings.rb
index 83551a9..fda4683 100644
--- a/lib/nlp_ruby/semirings.rb
+++ b/lib/nlp_ruby/semirings.rb
@@ -26,6 +26,16 @@ class ViterbiSemiring < Semiring
end
end
+class ViterbiLogSemiring < Semiring
+ def initialize
+ @add = Proc.new { |a,b| [a,b].max }
+ @multiply = Proc.new { |a,b| a+b }
+ @one = 0.0
+ @null = -1.0/0.0
+ @convert = Proc.new { |v| v }
+ end
+end
+
class InsideSemiring < Semiring
def initialize
@add = Proc.new { |a,b| a+b }
diff --git a/nlp_ruby.gemspec b/nlp_ruby.gemspec
index 8f95e3f..85a3c9b 100644
--- a/nlp_ruby.gemspec
+++ b/nlp_ruby.gemspec
@@ -1,7 +1,7 @@
Gem::Specification.new do |s|
s.name = 'nlp_ruby'
- s.version = '0.3'
- s.date = '2014-02-14'
+ s.version = '0.4'
+ s.date = '2014-02-25'
s.summary = 'nlp_ruby'
s.description = 'NLP related tools and classes'
s.authors = ['Patrick Simianer']
diff --git a/test/dags/example.json b/test/dag/example.json
index 3763359..3763359 100644
--- a/test/dags/example.json
+++ b/test/dag/example.json
diff --git a/test/dags/simple.json b/test/dag/simple.json
index 16a2ef0..16a2ef0 100644
--- a/test/dags/simple.json
+++ b/test/dag/simple.json
diff --git a/test/hg/hg-toy.json b/test/hg/hg-toy.json
new file mode 100644
index 0000000..ab7eefc
--- /dev/null
+++ b/test/hg/hg-toy.json
@@ -0,0 +1,32 @@
+{
+"weights":{
+"Glue":0.0, "logp":2.0, "use_house":0.0, "use_shell":1.0
+},
+"nodes":
+[
+{ "label":"root", "cat":"root" },
+{ "label":"0", "cat":"NP" },
+{ "label":"1", "cat":"V" },
+{ "label":"2", "cat":"JJ" },
+{ "label":"3", "cat":"NN" },
+{ "label":"4", "cat":"NP" },
+{ "label":"5", "cat":"VP" },
+{ "label":"6", "cat":"S" },
+{ "label":"7", "cat":"Goal" }
+],
+
+"edges":
+[
+{"head":"0", "tails":[ "root" ], "f":{"logp":-0.5, "use_i":1.0}, "weight":0.367879441171 },
+{"head":"1", "tails":[ "root" ], "f":{"logp":-0.25, "use_saw":1.0}, "weight":0.606530659713 },
+{"head":"2", "tails":[ "root" ], "f":{"logp":0.0, "use_small":1.0}, "weight":1.0 },
+{"head":"2", "tails":[ "root" ], "f":{"logp":0.0, "use_little":1.0}, "weight":1.0 },
+{"head":"3", "tails":[ "2" ], "f":{"logp":0.0, "use_house":1.0}, "weight":1.0 },
+{"head":"3", "tails":[ "2" ], "f":{"logp":0.0, "use_shell":1.0}, "weight":2.71828182846 },
+{"head":"4", "tails":[ "3" ], "f":{"logp":0.0, "use_a":1.0}, "weight":1.0 },
+{"head":"5", "tails":[ "1","4" ], "f":{"logp":0.0}, "weight":1.0 },
+{"head":"6", "tails":[ "0","5" ], "f":{"logp":0.0}, "weight":1.0 },
+{"head":"7", "tails":[ "6" ], "f":{}, "weight":1.0 }
+]
+}
+
diff --git a/test/hg/hg.json b/test/hg/hg.json
new file mode 100644
index 0000000..1c093bd
--- /dev/null
+++ b/test/hg/hg.json
@@ -0,0 +1,16874 @@
+{
+"weights":{
+"WordPenalty":0.0, "Glue":0.1, "PhraseModel_0":1.0, "PhraseModel_1":1.0, "PhraseModel_2":1.0, "PhraseModel_3":1.0, "PhraseModel_4":1.0, "PhraseModel_5":1.0, "PhraseModel_6":1.0, "PassThrough":-1.0, "PassThrough_1":-1.0, "PassThrough_2":-1.0, "PassThrough_3":-1.0, "PassThrough_4":-1.0, "PassThrough_5":-1.0, "PassThrough_6":-1.0, "LanguageModel":10.0, "LanguageModel_OOV":-10.0
+},
+"nodes":
+[
+{ "label":"root", "cat":"root" },
+{ "label":"0", "cat":"X" },
+{ "label":"1", "cat":"S" },
+{ "label":"2", "cat":"X" },
+{ "label":"3", "cat":"X" },
+{ "label":"4", "cat":"X" },
+{ "label":"5", "cat":"X" },
+{ "label":"6", "cat":"X" },
+{ "label":"7", "cat":"X" },
+{ "label":"8", "cat":"X" },
+{ "label":"9", "cat":"S" },
+{ "label":"10", "cat":"X" },
+{ "label":"11", "cat":"S" },
+{ "label":"12", "cat":"X" },
+{ "label":"13", "cat":"S" },
+{ "label":"14", "cat":"X" },
+{ "label":"15", "cat":"X" },
+{ "label":"16", "cat":"X" },
+{ "label":"17", "cat":"X" },
+{ "label":"18", "cat":"X" },
+{ "label":"19", "cat":"X" },
+{ "label":"20", "cat":"X" },
+{ "label":"21", "cat":"X" },
+{ "label":"22", "cat":"X" },
+{ "label":"23", "cat":"X" },
+{ "label":"24", "cat":"X" },
+{ "label":"25", "cat":"X" },
+{ "label":"26", "cat":"X" },
+{ "label":"27", "cat":"X" },
+{ "label":"28", "cat":"X" },
+{ "label":"29", "cat":"X" },
+{ "label":"30", "cat":"X" },
+{ "label":"31", "cat":"X" },
+{ "label":"32", "cat":"X" },
+{ "label":"33", "cat":"X" },
+{ "label":"34", "cat":"X" },
+{ "label":"35", "cat":"X" },
+{ "label":"36", "cat":"X" },
+{ "label":"37", "cat":"X" },
+{ "label":"38", "cat":"X" },
+{ "label":"39", "cat":"X" },
+{ "label":"40", "cat":"X" },
+{ "label":"41", "cat":"X" },
+{ "label":"42", "cat":"X" },
+{ "label":"43", "cat":"X" },
+{ "label":"44", "cat":"X" },
+{ "label":"45", "cat":"X" },
+{ "label":"46", "cat":"X" },
+{ "label":"47", "cat":"X" },
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+{ "label":"49", "cat":"X" },
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+{ "label":"60", "cat":"X" },
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+{ "label":"62", "cat":"X" },
+{ "label":"63", "cat":"X" },
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+{ "label":"217", "cat":"S" },
+{ "label":"218", "cat":"S" },
+{ "label":"219", "cat":"Goal" }
+],
+
+"edges":
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+}
+
diff --git a/test/test_dags.rb b/test/test_dag.rb
index 08a96a2..f5330da 100755
--- a/test/test_dags.rb
+++ b/test/test_dag.rb
@@ -8,39 +8,38 @@ class TestDAG < Test::Unit::TestCase
def test_viterbi
semiring = ViterbiSemiring.new
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json', semiring)
+ graph, nodes_by_label = DAG::read_graph_from_json('test/dag/example.json', semiring)
DAG::viterbi(graph, semiring, nodes_by_label['0'])
assert_equal(nodes_by_label['100'].score, 0.003)
end
- # no negative weights here!
def test_dijkstra
semiring = RealSemiring.new
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json', semiring)
+ graph, nodes_by_label = DAG::read_graph_from_json('test/dag/example.json', semiring)
DAG::dijkstra(graph, semiring, nodes_by_label['0'])
assert_equal(nodes_by_label['100'].score, 0.5)
end
def test_bellman_ford
semiring = RealSemiring.new
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json', semiring)
+ graph, nodes_by_label = DAG::read_graph_from_json('test/dag/example.json', semiring)
DAG::bellman_ford(graph, semiring, nodes_by_label['0'])
assert_equal(nodes_by_label['100'].score, 0.5)
end
def test_floyd
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json')
+ graph, _ = DAG::read_graph_from_json('test/dag/example.json')
d = DAG::floyd(graph)
assert_equal(d[0][graph.size-1], 0.5)
end
def test_dfs
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json')
+ _, nodes_by_label = DAG::read_graph_from_json('test/dag/example.json')
assert_equal(nodes_by_label['100'], DAG::dfs(nodes_by_label['0'], '100'))
end
def test_bfs
- graph, nodes_by_label = DAG::read_graph_from_json('test/dags/example.json')
+ _, nodes_by_label = DAG::read_graph_from_json('test/dag/example.json')
assert_equal(nodes_by_label['100'], DAG::bfs(nodes_by_label['0'], '100'))
end
end
diff --git a/test/test_hg.rb b/test/test_hg.rb
new file mode 100755
index 0000000..50fedc0
--- /dev/null
+++ b/test/test_hg.rb
@@ -0,0 +1,25 @@
+#!/usr/bin/env ruby
+
+require 'nlp_ruby'
+require 'test/unit'
+
+
+class TestHG < Test::Unit::TestCase
+
+ def test_viterbi
+ semiring = ViterbiSemiring.new
+ hypergraph, nodes_by_label, nodes_by_index = HG::read_hypergraph_from_json('test/hg/hg.json', semiring, true)
+ HG::viterbi hypergraph, nodes_by_label['root'], semiring
+ assert_equal('Goal', nodes_by_index.last.cat)
+ assert_equal(228.95, Math.log(nodes_by_index.last.score).round(2))
+ # do all operations in log space
+ semiring = ViterbiLogSemiring.new
+ hypergraph, nodes_by_label, nodes_by_index = HG::read_hypergraph_from_json('test/hg/hg.json', semiring)
+ HG::viterbi hypergraph, nodes_by_label['root'], semiring
+ assert_equal('Goal', nodes_by_index.last.cat)
+ assert_equal(228.95, nodes_by_index.last.score.round(2))
+ assert_equal hypergraph.nodes.size, 221
+ assert_equal hypergraph.edges.size, 16640
+ end
+end
+
generated by cgit v1.2.3 (git 2.39.1) at 2024-05-20 15:27:12 +0000