[addresses] Adding abbreviations as a separate module so it can be used with multiple data sets

This commit is contained in:
Al
2016-04-14 03:09:58 -04:00
parent a6553b77d3
commit 49b02796c0

View File

@@ -0,0 +1,163 @@
import random
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 u' '.join(strings)
else:
return 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 is PHRASE:
valid = []
data = [d.split('|') for d in data]
added = False
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(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(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(u' ')
if token.islower():
abbreviated.append(token.title())
else:
abbreviated.append(token)
abbreviated.append(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(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(u' ')
if suffix.isupper():
abbreviated.append(abbreviation.upper())
elif separate:
abbreviated.append(abbreviation.title())
else:
abbreviated.append(abbreviation)
abbreviated.append(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(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(u' ')
i += 1
return u''.join(abbreviated).strip()