diff options
Diffstat (limited to 'lib')
-rwxr-xr-x | lib/nlp_ruby.rb | 1 | ||||
-rw-r--r-- | lib/nlp_ruby/hg.rb | 131 | ||||
-rw-r--r-- | lib/nlp_ruby/semirings.rb | 10 |
3 files changed, 142 insertions, 0 deletions
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 } |