encode.py
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'''
Created on Oct 23, 2013
@author: mlenart
'''
from morfeuszbuilder.utils.serializationUtils import htons, serializeString
from morfeuszbuilder.utils import limits, exceptions
MAX_QUALIFIERS_COMBINATIONS = 1024
class Encoder(object):
'''
classdocs
'''
def __init__(self, lowercase, encoding='utf8'):
'''
Constructor
'''
self.lowercase = lowercase
self.encoding = encoding
#~ self.qualifiersMap = { frozenset(): 0}
def encodeWord(self, word, lowercase=True):
assert type(word) == unicode
res = bytearray(word.lower() if self.lowercase and lowercase else word, self.encoding)
return res
def encodeData(self, data):
raise NotImplementedError()
def decodeData(self, rawData):
return NotImplementedError()
def decodeWord(self, rawWord):
return unicode(str(rawWord).strip('\x00'), self.encoding)
def word2SortKey(self, word):
normalizedWord = word.lower() if self.lowercase else word
return normalizedWord.encode(self.encoding)
def _encodeTypeNum(self, typenum):
exceptions.validate(
typenum <= limits.MAX_SEGMENT_TYPES,
u'Too many segment types. The limit is %d' % limits.MAX_SEGMENT_TYPES)
return bytearray([typenum])
def _hasUpperPrefix(self, casePattern):
for i in range(len(casePattern) + 1):
if all(casePattern[:i]) and not any(casePattern[i:]):
return True
return False
def _getUpperPrefixLength(self, casePattern):
assert self._hasUpperPrefix(casePattern)
for i in range(len(casePattern)):
if not casePattern[i]:
return i
return len(casePattern)
def _encodeTagNum(self, tagnum):
res = bytearray()
exceptions.validate(tagnum <= limits.MAX_TAGS, u'Too many tags. The limit is %d' % limits.MAX_TAGS)
res.append((tagnum & 0xFF00) >> 8)
res.append(tagnum & 0x00FF)
return res
def _encodeNameNum(self, namenum):
exceptions.validate(namenum <= limits.MAX_NAMES, u'Too many named entity types. The limit is %d' % limits.MAX_NAMES)
return bytearray([namenum])
def _groupInterpsByType(self, interpsList):
res = {}
for interp in interpsList:
res.setdefault(interp.typenum, [])
res[interp.typenum].append(interp)
return res
def _doEncodeData(self, interpsList):
assert type(interpsList) == frozenset
segnum2Interps = self._groupInterpsByType(interpsList)
res = bytearray()
for typenum, interpsList in segnum2Interps.iteritems():
res.extend(self._encodeInterps4Type(typenum, interpsList))
del interpsList
res = htons(len(res)) + res
return res
class MorphEncoder(Encoder):
def __init__(self, encoding='utf8'):
super(MorphEncoder, self).__init__(True, encoding)
def encodeData(self, interpsList):
return self._doEncodeData(interpsList)
def _getMinOrthCasePatterns(self, interpsList):
res = []
for interp in interpsList:
if not True in interp.orthCasePattern:
return []
else:
res.append(list(interp.orthCasePattern))
return res
def _encodeCasePattern(self, casePattern):
LEMMA_ONLY_LOWER = 0
LEMMA_UPPER_PREFIX = 1
LEMMA_MIXED_CASE = 2
res = bytearray()
if True not in casePattern:
res.append(LEMMA_ONLY_LOWER)
return res
elif self._hasUpperPrefix(casePattern):
res.append(LEMMA_UPPER_PREFIX)
res.append(self._getUpperPrefixLength(casePattern))
return res
else:
assert len(casePattern) < 256
res.append(LEMMA_MIXED_CASE)
res.append(len([c for c in casePattern if c]))
for idx in range(len(casePattern)):
if casePattern[idx]:
res.append(idx)
return res
def _casePatternsHaveOnlyLowercase(self, casePatterns):
return not any(map(lambda cp: cp and True in cp, casePatterns))
def _casePatternsAreOnlyTitles(self, casePatterns):
return all(map(lambda cp: cp and cp[0] == True and not True in cp[1:], casePatterns))
def _casePatternsAreEncodedInCompressByte(self, casePatterns):
return self._casePatternsHaveOnlyLowercase(casePatterns) or self._casePatternsAreOnlyTitles(casePatterns)
def _prefixCutsAreEncodedInCompressByte(self, prefixCuts):
return len(prefixCuts) == 1 and list(prefixCuts)[0] < 15
def _encodeCompressByte(self, orthCasePatterns, lemmaCasePatterns, prefixCuts):
ORTH_ONLY_LOWER = 128
ORTH_ONLY_TITLE = 64
LEMMA_ONLY_LOWER = 32
LEMMA_ONLY_TITLE = 16
PREFIX_CUT_MASK = 15
res = 0
if self._casePatternsHaveOnlyLowercase(orthCasePatterns):
res |= ORTH_ONLY_LOWER
elif self._casePatternsAreOnlyTitles(orthCasePatterns):
res |= ORTH_ONLY_TITLE
if self._casePatternsHaveOnlyLowercase(lemmaCasePatterns):
res |= LEMMA_ONLY_LOWER
elif self._casePatternsAreOnlyTitles(lemmaCasePatterns):
res |= LEMMA_ONLY_TITLE
if self._prefixCutsAreEncodedInCompressByte(prefixCuts):
res |= list(prefixCuts)[0]
else:
res |= PREFIX_CUT_MASK
return res
def _encodeInterps4Type(self, typenum, interpsList):
res = bytearray()
res.extend(self._encodeTypeNum(typenum))
encodedInterpsList = bytearray()
orthCasePatterns = set([tuple(interp.orthCasePattern) for interp in interpsList])
lemmaCasePatterns = set([tuple(interp.encodedForm.casePattern) for interp in interpsList])
prefixCuts = set([interp.encodedForm.prefixCutLength for interp in interpsList])
encodedInterpsList.append(self._encodeCompressByte(orthCasePatterns, lemmaCasePatterns, prefixCuts))
if not self._casePatternsAreEncodedInCompressByte(orthCasePatterns):
minOrthCasePatterns = self._getMinOrthCasePatterns(interpsList)
encodedInterpsList.append(len(minOrthCasePatterns))
for casePattern in minOrthCasePatterns:
encodedInterpsList.extend(self._encodeCasePattern(casePattern))
for interp in sorted(interpsList, key=lambda i: i.getSortKey()):
if not self._casePatternsAreEncodedInCompressByte(orthCasePatterns):
encodedInterpsList.extend(self._encodeCasePattern(interp.orthCasePattern))
if not self._prefixCutsAreEncodedInCompressByte(prefixCuts):
encodedInterpsList.append(interp.encodedForm.prefixCutLength)
encodedInterpsList.append(interp.encodedForm.cutLength)
encodedInterpsList.extend(serializeString(interp.encodedForm.suffixToAdd))
if not self._casePatternsAreEncodedInCompressByte(lemmaCasePatterns):
encodedInterpsList.extend(self._encodeCasePattern(interp.encodedForm.casePattern))
encodedInterpsList.extend(htons(interp.tagnum))
encodedInterpsList.append(interp.namenum)
encodedInterpsList.extend(htons(interp.qualifiers))
res.extend(htons(len(encodedInterpsList)))
res.extend(encodedInterpsList)
return res
class Encoder4Generator(Encoder):
def __init__(self, encoding='utf8'):
super(Encoder4Generator, self).__init__(False, encoding)
def encodeData(self, interpsList):
return self._doEncodeData(interpsList)
def _encodeInterps4Type(self, typenum, interpsList):
res = bytearray()
res.extend(self._encodeTypeNum(typenum))
encodedInterpsList = bytearray()
for interp in sorted(interpsList, key=lambda i: i.getSortKey()):
encodedInterpsList.extend(serializeString(interp.homonymId))
encodedInterpsList.extend(serializeString(interp.encodedForm.prefixToAdd))
encodedInterpsList.append(interp.encodedForm.cutLength)
encodedInterpsList.extend(serializeString(interp.encodedForm.suffixToAdd))
encodedInterpsList.extend(htons(interp.tagnum))
encodedInterpsList.append(interp.namenum)
encodedInterpsList.extend(htons(interp.qualifiers))
res.extend(htons(len(encodedInterpsList)))
res.extend(encodedInterpsList)
return res