from __future__ import unicode_literals from . import util from . import tokens from .en import EN from .pos import Tagger def realign_tagged(token_rules, tagged_line, sep='/'): words, pos = zip(*[token.rsplit(sep, 1) for token in tagged_line.split()]) positions = util.detokenize(token_rules, words) aligned = [] for group in positions: w_group = [words[i] for i in group] p_group = [pos[i] for i in group] aligned.append(''.join(w_group) + sep + '_'.join(p_group)) return ' '.join(aligned) def read_tagged(detoken_rules, file_, sep='/'): sentences = [] for line in file_: if not line.strip(): continue line = realign_tagged(detoken_rules, line, sep=sep) tokens, tags = _parse_line(line, sep) assert len(tokens) == len(tags) sentences.append((tokens, tags)) return sentences def _parse_line(line, sep): words = [] tags = [] for token_str in line.split(): word, pos = token_str.rsplit(sep, 1) word = word.replace('', '') subtokens = EN.tokenize(word) subtags = pos.split('_') while len(subtags) < len(subtokens): subtags.append('NULL') assert len(subtags) == len(subtokens), [t.string for t in subtokens] words.append(word) tags.extend([Tagger.encode_pos(ptb_to_univ(pos)) for pos in subtags]) tokens = EN.tokenize(' '.join(words)), tags return tokens def get_tagdict(train_sents): tagdict = {} for tokens, tags in train_sents: for i, tag in enumerate(tags): if tag == 'NULL': continue word = tokens.string(i) tagdict.setdefault(word, {}).setdefault(tag, 0) tagdict[word][tag] += 1 return tagdict def ptb_to_univ(tag): mapping = dict(tuple(line.split()) for line in """ NULL NULL HYPH . ADD X NFP . AFX X XX X BES VERB HVS VERB GW X ! . # . $ . '' . ( . ) . , . -LRB- . -RRB- . . . : . ? . CC CONJ CD NUM CD|RB X DT DET EX DET FW X IN ADP IN|RP ADP JJ ADJ JJR ADJ JJRJR ADJ JJS ADJ JJ|RB ADJ JJ|VBG ADJ LS X MD VERB NN NOUN NNP NOUN NNPS NOUN NNS NOUN NN|NNS NOUN NN|SYM NOUN NN|VBG NOUN NP NOUN PDT DET POS PRT PRP PRON PRP$ PRON PRP|VBP PRON PRT PRT RB ADV RBR ADV RBS ADV RB|RP ADV RB|VBG ADV RN X RP PRT SYM X TO PRT UH X VB VERB VBD VERB VBD|VBN VERB VBG VERB VBG|NN VERB VBN VERB VBP VERB VBP|TO VERB VBZ VERB VP VERB WDT DET WH X WP PRON WP$ PRON WRB ADV ! PRT # X $ NUM & CONJ , . @ X A ADJ D DET E X G X L PRT M PRT N NOUN O PRON P ADP R ADV S NOUN T PRT U X V VERB X PRT Y PRT Z NOUN ^ NOUN ~ X `` .""".strip().split('\n')) return mapping[tag]