import random import six from geodata.address_expansions.gazetteers import * from geodata.encoding import safe_decode, safe_encode from geodata.text.tokenize import tokenize_raw, token_types LOWER, UPPER, TITLE, MIXED = range(4) def token_capitalization(s): if s.istitle(): return TITLE elif s.islower(): return LOWER elif s.isupper(): return UPPER else: return MIXED def recase_abbreviation(expansion, tokens): expansion_tokens = expansion.split() if len(tokens) > len(expansion_tokens) and all((token_capitalization(t) != LOWER for t, c in tokens)): return expansion.upper() elif len(tokens) == len(expansion_tokens): strings = [] for (t, c), e in zip(tokens, expansion_tokens): cap = token_capitalization(t) if cap == LOWER: strings.append(e.lower()) elif cap == UPPER: strings.append(e.upper()) elif cap == TITLE: strings.append(e.title()) elif t.lower() == e.lower(): strings.append(t) else: strings.append(e.title()) return six.u(' ').join(strings) else: return six.u(' ').join([t.title() for t in expansion_tokens]) def abbreviate(gazetteer, s, language, abbreviate_prob=0.3, separate_prob=0.2): ''' Abbreviations ------------- OSM discourages abbreviations, but to make our training data map better to real-world input, we can safely replace the canonical phrase with an abbreviated version and retain the meaning of the words ''' raw_tokens = tokenize_raw(s) s_utf8 = safe_encode(s) tokens = [(safe_decode(s_utf8[o:o + l]), token_types.from_id(c)) for o, l, c in raw_tokens] norm_tokens = [(t.lower() if c in token_types.WORD_TOKEN_TYPES else t, c) for t, c in tokens] n = len(tokens) abbreviated = [] i = 0 for t, c, length, data in gazetteer.filter(norm_tokens): if c == token_types.PHRASE: valid = [] data = [d.split(six.b('|')) for d in data] added = False # Append the original tokens with whitespace if there is any if random.random() > abbreviate_prob: for j, (t_i, c_i) in enumerate(t): abbreviated.append(tokens[i + j][0]) if i + j < n - 1 and raw_tokens[i + j + 1][0] > sum(raw_tokens[i + j][:2]): abbreviated.append(six.u(' ')) i += len(t) continue for lang, dictionary, is_canonical, canonical in data: if lang not in (language, 'all'): continue is_canonical = int(is_canonical) is_stopword = dictionary == 'stopword' is_prefix = dictionary.startswith('concatenated_prefixes') is_suffix = dictionary.startswith('concatenated_suffixes') is_separable = is_prefix or is_suffix and dictionary.endswith('_separable') and len(t[0][0]) > length suffix = None prefix = None if not is_canonical: continue if not is_prefix and not is_suffix: abbreviations = gazetteer.canonicals.get((canonical, lang, dictionary)) token = random.choice(abbreviations) if abbreviations else canonical token = recase_abbreviation(token, tokens[i:i + len(t)]) abbreviated.append(token) if i + len(t) < n and raw_tokens[i + len(t)][0] > sum(raw_tokens[i + len(t) - 1][:2]): abbreviated.append(six.u(' ')) break elif is_prefix: token = tokens[i][0] prefix, token = token[:length], token[length:] abbreviated.append(prefix) if random.random() < separate_prob: abbreviated.append(six.u(' ')) if token.islower(): abbreviated.append(token.title()) else: abbreviated.append(token) abbreviated.append(six.u(' ')) break elif is_suffix: token = tokens[i][0] token, suffix = token[:-length], token[-length:] concatenated_abbreviations = gazetteer.canonicals.get((canonical, lang, dictionary), []) separated_abbreviations = [] phrase = gazetteer.trie.get(suffix.rstrip('.')) suffix_data = [safe_decode(d).split(six.u('|')) for d in (phrase or [])] for l, d, _, c in suffix_data: if l == lang and c == canonical: separated_abbreviations.extend(gazetteer.canonicals.get((canonical, lang, d))) separate = random.random() < separate_prob if concatenated_abbreviations and not separate: abbreviation = random.choice(concatenated_abbreviations) elif separated_abbreviations: abbreviation = random.choice(separated_abbreviations) else: abbreviation = canonical abbreviated.append(token) if separate: abbreviated.append(six.u(' ')) if suffix.isupper(): abbreviated.append(abbreviation.upper()) elif separate: abbreviated.append(abbreviation.title()) else: abbreviated.append(abbreviation) abbreviated.append(six.u(' ')) break else: for j, (t_i, c_i) in enumerate(t): abbreviated.append(tokens[i + j][0]) if i + j < n - 1 and raw_tokens[i + j + 1][0] > sum(raw_tokens[i + j][:2]): abbreviated.append(six.u(' ')) i += len(t) else: abbreviated.append(tokens[i][0]) if i < n - 1 and raw_tokens[i + 1][0] > sum(raw_tokens[i][:2]): abbreviated.append(six.u(' ')) i += 1 return six.u('').join(abbreviated).strip()