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ultraist/zch_sentence.rb

Created February 2, 2012 15:49
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句読点のない文字列を文単位に区切る
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zch_sentence.rb
# -*- coding: utf-8 -*-
# 句読点のない文字列を文単位に区切る
#
# 基本的にはルールベースでルールが適用できない場合は機械学習器で判定する。
# これは青空文庫のデータ( http://www.udp.jp/misc/aozora-data/ )から学習した。
# * ruby 1.8の場合は $KCODE='u'としないと動かない
=begin
s = <<TEXT
昼飯のスパゲティナポリタンを眺めながら
積年の疑問を考えていた
それは「なぜナポリタンは赤いのだろうか」という問いである
簡単に見えて奥の深い問題だ
「赤いから赤いのだ」などと
トートロジーを並べて悦に入る浅薄な人間もいるが
それは思考停止に他ならず知性の敗北以外なにものでもない
TEXT
puts ZchSentence.split(s).join("。\n") + "。"
puts "----"
puts ZchSentence.emend(s)
>
> 昼飯のスパゲティナポリタンを眺めながら積年の疑問を考えていた。
> それは「なぜナポリタンは赤いのだろうか。
> 」という問いである。
> 簡単に見えて奥の深い問題だ。
> 「赤いから赤いのだ。
> 」などとトートロジーを並べて悦に入る浅薄な人間もいるがそれは思考停止に他ならず知性の敗北以外なにものでもない。
> ----
> 昼飯のスパゲティナポリタンを眺めながら、積年の疑問を考えていた。
> それは「なぜナポリタンは赤いのだろうか」という問いである。
> 簡単に見えて奥の深い問題だ。
> 「赤いから赤いのだ」などと、トートロジーを並べて悦に入る浅薄な人間もいるが、それは思考停止に他ならず知性の敗北以外なにものでもない。
=end
require 'MeCab'
require 'uri'
module ZchSentence
public
def self.mecab=(mecab)
@@mecab = mecab
end
# 「。」「、」を付加するなどの自動校正を行う
def self.emend(body)
adhoc_split(body).join("\n")
end
# ２ちゃんねるのレス（生データ）を想定したさまざまなルールを使って
# 文単位に切って返す。
# 「。」などを勝手に補完しながら処理するので元の文字列とは違うことがある。
# 各分の文末は「。」や「？」などが残る。
def self.adhoc_split(body)
lines = split_eos(body)
# 最後と空改行を挟む場合は文末
# 空行を削除
new_lines = []
lines.each_with_index do |line, i|
if (!EOS_REGEXP.match(line))
if (i == lines.size - 1)
line = put_mark(line, "。")
elsif (lines[i + 1].empty?)
line = put_mark(line, "。")
end
end
unless (line.empty?)
new_lines << line
end
end
lines = new_lines
eos_count = lines.reduce(0){|count, line| count + (EOS_REGEXP.match(line) ? 1 : 0) }
if (lines == eos_count)
# 句点等がきちんとしてる
lines
else
# 文の途中が改行で区切られてる
new_lines = []
lines.each_index do |i|
line = lines[i]
next_line = lines[i + 1]
unless (next_line)
new_lines << put_mark(line, "。")
break
end
if (!EOS_REGEXP.match(line))
if (EOC_REGEXP.match(line))
# 「、」など文末でないことが明示されている場合は次の行へ移す
if (next_line =~ /^[\x00-\x7f]+$/)
# ..
else
lines[i + 1] = line + lines[i + 1]
line = nil
end
elsif (line =~ /^[\x00-\x7f]+$/)
# 半角のみ(URLなど)はそのまま
else
ct = parse_token(line)
nt = parse_token(next_line)
if (ct.size >= LEFT_TOKENS && nt.size >= RIGHT_TOKENS)
# ルールで判定できない場合は機械学習器で文末か判定
if (predict(ct[ct.size - LEFT_TOKENS, LEFT_TOKENS] + nt[0, RIGHT_TOKENS]))
# 文末ということに
line = put_mark(line, "。")
else
# 文末でない場合は次の行へ移す
if (next_line =~ /^[\x00-\x7f]+$/)
# ただし次の行がURLなどの場合はここで止める
line = put_mark(line, "。")
else
lines[i + 1] = put_mark(line, "、") + lines[i + 1]
line = nil
end
end
else
# どちらかが短い場合は(改行する必要がないと思うので)文末っぽい
line = put_mark(line, "。")
end
end
end
unless (line.nil? || line.empty?)
new_lines << line
end
end
new_lines
end
end
# 機械学習器だけで文単位に切って返す
# 「。」や「、」「？」などはあらかじめ消さないとうまく動かないかも
# あまり精度よくない……
def self.split(s)
sentences = []
tokens = parse_token(s)
s = ""
i = 0
while i < tokens.size - TOKENS
if (predict(tokens[i, TOKENS]))
s << tokens[i, LEFT_TOKENS].map{|n| n.surface}.join
sentences << s
s = ""
i += LEFT_TOKENS
else
s << tokens[i].surface
i += 1
end
end
while i < tokens.size
s << tokens[i].surface
i += 1
end
unless (s.empty?)
sentences << s
end
sentences
end
# 学習データ作成
# type = 1 「。」で区切るか(label =1) 「。」で区切らないか(label = 2)のデータを作成
# type = 2 「。」で区切るか(label =1) 「、」で区切るか(label = 2)のデータを作成
#
# たとえばLIBLINEAR用はこんな感じ (id_dic.get_idは文字列をIDに変換する処理)
#
# ZchSentence.make_train_data(1, text) do | label, vec |
# puts "#{label} " + vec.map{|word| id_dic.get_id(word)}.sort.map{|i| "#{i}:1"}.join(" ")
# end
def self.make_train_data(type, text, &block)
if (type != 1 && type != 2)
raise ArgumentError.new("type = 1 or 2")
end
text1 = normalize_train_data(text, true)
text2 = normalize_train_data(text, false)
[0, 1].each do |k|
if (type == 1 && k == 1)
break
end
if (k == 0)
lines = text1.split('。')
else
lines = text2.split('、')
end
lines.each_with_index do |line, i|
if (i >= lines.size - 1)
break
end
r_line = lines[i + 1]
r_nodes = parse_token(r_line)
r_tokens = r_nodes[0 ... RIGHT_TOKENS]
if (r_tokens.size == RIGHT_TOKENS && r_nodes.size > RIGHT_TOKENS + 2)
l_tokens = parse_token(line)
if (l_tokens.size > LEFT_TOKENS + RIGHT_TOKENS)
if (type == 1)
# 「。」区切りか区切りなしかの分類
# posi
block.call(1, feature_vec(l_tokens[l_tokens.size - LEFT_TOKENS .. -1] + r_tokens))
# nega
(1 ... [LEFT_TOKENS, RIGHT_TOKENS].min).each do |o|
block.call(2, feature_vec(l_tokens[l_tokens.size - LEFT_TOKENS - o .. - 1] + r_nodes[0 ... RIGHT_TOKENS - o]))
block.call(2, feature_vec(l_tokens[l_tokens.size - LEFT_TOKENS + o .. - 1] + r_nodes[0 ... RIGHT_TOKENS + o]))
end
(1 .. (l_tokens.size - TOKENS + 1)).each do |i|
block.call(2, feature_vec(l_tokens[l_tokens.size - (i + TOKENS - 1) .. -i]))
end
else
# 「、」区切りか「。」区切りかの分類
if (k == 0)
block.call(1, feature_vec(l_tokens[l_tokens.size - LEFT_TOKENS .. -1] + r_tokens))
else
block.call(2, feature_vec(l_tokens[l_tokens.size - LEFT_TOKENS .. -1] + r_tokens))
end
end
end
end
end
end
end
private
LEFT_TOKENS = 3
RIGHT_TOKENS = 3
TOKENS = LEFT_TOKENS + RIGHT_TOKENS
EOS_REGEXP = /[。？\?！!．]+$/
EOC_REGEXP = /[、，]$/
def self.mecab
@@mecab ||= MeCab::Tagger.new
end
class Token
attr_accessor :surface, :feature, :char_type
def self.u(s)
RUBY_VERSION >= "1.9" ? s.force_encoding("utf-8") : s
end
def self.char_type(s)
if (s =~ /^[一-龠]+$/)
'1'
elsif (s =~ /^[ぁ-ん]+$/)
'2'
elsif (s =~ /^[ァ-ヴー・]+$/)
'3'
else
'4'
end
end
def initialize(node)
@surface = Token.u(node.surface)
@feature = Token.u(node.feature).split(",")[0 ... 2]
@char_type = Token.char_type(@surface)
end
end
def self.parse_token(s)
if (s.is_a?(String))
node = mecab.parseToNode(s)
else
node = s
end
tokens = []
while node
tokens << Token.new(node)
node = node.next
end
tokens = tokens[1 ... -1]
if (tokens)
tokens
else
[]
end
end
def self.vec_key(word, type)
word + '_' + type
end
def self.feature_vec(tokens)
if (tokens.size != TOKENS)
raise tokens.map{|n| n.surface }.join(",")
end
# p tokens.map{|t| t.surface}
[1, 2, 3].map do |k|
(0 .. (TOKENS - k)).map do |i|
nword = tokens[i, k]
[vec_key(nword.map{|n| n.surface }.join, "N#{k}-S-C#{i}"),
vec_key(nword.map {|n| n.feature.join(",") }.join("|"),
"N#{k}-F-C#{i}"),
vec_key(nword.map{|n| [ n.surface, n.feature.join(",")].
join("-") }.join("|"), "N#{k}-SF-C#{i}"),
vec_key(nword.map{|n| n.char_type }.join(","), "N#{k}-C-C#{i}")
]
end
end.flatten.uniq
end
def self.put_mark(s, mark)
if (s =~ /^[\x00-\x7f]+$/)
s
elsif (s =~ /[一-龠ぁ-んァ-ヴ]$/)
s + mark
else
s
end
end
def self.strip(s)
s.gsub(/^[\s　]+/, '').gsub(/[\s　]+$/, '')
end
def self.split_eos(body)
body.split(/\n/).map do |line|
lines = []
s = ""
line = strip(line)
if (URI.regexp(['http','ttp','tp','https','ttps','tps']).match(line))
lines << line
else
b = false
eos = ""
line.chars.each do |c|
if (EOS_REGEXP.match(c))
b = true
eos << c
elsif (b)
lines << strip(s + eos)
eos = ""
s = c
b = false
else
s += c
b = false
end
end
lines << strip(s + eos)
end
lines
end.flatten
end
def self.predict(tokens)
unless (tokens.size == TOKENS)
raise ArgumentError.new("invalid node size.")
end
if (feature_vec(tokens).reduce(0.0) {|z, word| z + (@@dic1[word] || 0)} > 0.0)
feature_vec(tokens).reduce(0.0) {|z, word| z + (@@dic2[word] || 0)} > 0.0
else
false
end
end
def self.normalize_train_data(body, maru)
b1 = body.gsub(/[…]+/,"…").
gsub(/[―]+/,"――").
gsub(/[？！]/, "。").
gsub(/[，]/, "、")
if (maru)
b1 = b1.gsub(/、/, '')
else
b1 = b1.gsub(/。/, '')
end
b1 = b1.gsub(/[\s　\r\n]/,"").
gsub(/[\(（][^\)）]+[\)）]/, '').
gsub(/^。/,'')
b2 = b1.gsub(/「[^」]*」/, '').gsub(/[。]+/,'。').gsub(/[、]+/, '、')
if (maru)
b3 = (b2 + "。" + b1.scan(/「([^」]+)」/).map{|v|
v
}.join("。") + "。").gsub(/[。]+/,'。').gsub(/[、]+/, '、')
else
b2.gsub(/[。]+/,'。').gsub(/[、]+/, '、')
end
end
# ここから機械学習器のパラメータ
@@dic1 = 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"なり-動詞,自立_N1-SF-C2"=>-3.974494447789996, "たら_N1-S-C2"=>-4.3401972036278, "だ-助動詞,*|の-助詞,終助詞_N2-SF-C1"=>-4.379918254593043, "なく_N1-S-C2"=>-4.544338002111797}
end
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