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* Progress to getting WordTree working. Tests pass, but so far it's slower.
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@ -1,5 +1,7 @@
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from libc.stdint cimport uint64_t
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from chartree cimport CharTree
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cdef class FixedTable:
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cdef size_t size
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@ -9,3 +11,15 @@ cdef class FixedTable:
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cdef size_t insert(self, uint64_t key, size_t value) nogil
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cdef size_t get(self, uint64_t key) nogil
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cdef int erase(self, uint64_t key) nogil
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cdef class WordTree:
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cdef size_t max_length
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cdef size_t default
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cdef CharTree* _trees
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cdef dict _dict
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cdef size_t get(self, unicode string) except *
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cdef int set(self, unicode string, size_t value) except *
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cdef bint contains(self, unicode string) except *
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@ -1,6 +1,8 @@
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from libc.stdlib cimport calloc, free
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import cython
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cimport chartree
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cdef class FixedTable:
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def __cinit__(self, const size_t size):
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@ -51,3 +53,46 @@ cdef class FixedTable:
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@cython.cdivision
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cdef inline size_t _find(uint64_t key, size_t size) nogil:
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return key % size
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cdef class WordTree:
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def __cinit__(self, size_t default, size_t max_length):
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self.max_length = max_length
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self.default = default
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self._trees = <CharTree*>calloc(max_length, sizeof(CharTree))
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for i in range(self.max_length):
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chartree.init(&self._trees[i], i)
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self._dict = {}
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cdef size_t get(self, unicode ustring) except *:
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cdef bytes bstring = ustring.encode('utf8')
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cdef size_t length = len(bstring)
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if length >= self.max_length:
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return self._dict.get(bstring, 0)
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else:
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return chartree.getitem(&self._trees[length], bstring)
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cdef int set(self, unicode ustring, size_t value) except *:
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cdef bytes bstring = ustring.encode('utf8')
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cdef size_t length = len(bstring)
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if length >= self.max_length:
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self._dict[bstring] = value
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else:
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chartree.setitem(&self._trees[length], bstring, value)
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cdef bint contains(self, unicode ustring) except *:
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cdef bytes bstring = ustring.encode('utf8')
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cdef size_t length = len(bstring)
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if length >= self.max_length:
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return bstring in self._dict
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else:
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return chartree.contains(&self._trees[length], bstring)
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def __getitem__(self, unicode key):
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return self.get(key)
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def __setitem__(self, unicode key, size_t value):
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self.set(key, value)
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def __contains__(self, unicode key):
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return self.contains(key)
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@ -4,6 +4,7 @@ from libc.stdint cimport uint64_t
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from sparsehash.dense_hash_map cimport dense_hash_map
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from _hashing cimport FixedTable
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from _hashing cimport WordTree
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# Circular import problems here
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ctypedef size_t Lexeme_addr
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@ -22,11 +23,12 @@ ctypedef int ClusterID
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from spacy.lexeme cimport Lexeme
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from spacy.lexeme cimport Distribution
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from spacy.lexeme cimport Orthography
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from spacy._hashing cimport WordTree
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cdef class Language:
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cdef object name
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cdef Vocab* vocab
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cdef WordTree vocab
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cdef Vocab* distri
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cdef Vocab* ortho
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cdef dict bacov
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@ -38,7 +40,7 @@ cdef class Language:
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cdef Orthography* lookup_orth(self, StringHash key, unicode lex) except NULL
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cdef Distribution* lookup_dist(self, StringHash key) except NULL
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cdef Lexeme* new_lexeme(self, StringHash key, unicode lex) except NULL
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cdef Lexeme* new_lexeme(self, unicode key, unicode lex) except NULL
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cdef Orthography* new_orth(self, StringHash hashed, unicode lex) except NULL
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cdef Distribution* new_dist(self, StringHash key) except NULL
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@ -5,6 +5,7 @@ from libc.stdlib cimport calloc, free
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from libcpp.pair cimport pair
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from cython.operator cimport dereference as deref
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from murmurhash cimport mrmr
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from spacy.lexeme cimport Lexeme
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from spacy.lexeme cimport BLANK_WORD
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@ -15,6 +16,13 @@ from os import path
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cimport cython
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#cdef inline StringHash hash_string(unicode string, size_t length):
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# '''Hash unicode with MurmurHash64A'''
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# return hash(string)
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# #cdef bytes byte_string = string.encode('utf8')
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# #return mrmr.hash32(<char*>byte_string, len(byte_string) * sizeof(char), 0)
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def get_normalized(unicode lex, size_t length):
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if lex.isalpha() and lex.islower():
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return lex
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@ -56,10 +64,9 @@ cdef class Language:
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def __cinit__(self, name):
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self.name = name
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self.bacov = {}
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self.vocab = new Vocab()
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self.vocab = WordTree(0, 5)
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self.ortho = new Vocab()
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self.distri = new Vocab()
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self.vocab[0].set_empty_key(0)
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self.distri[0].set_empty_key(0)
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self.ortho[0].set_empty_key(0)
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self.load_tokenization(util.read_tokenization(name))
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@ -93,9 +100,9 @@ cdef class Language:
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cdef StringHash hashed = hash(string)
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# First, check words seen 2+ times
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cdef Lexeme* word_ptr = <Lexeme*>self.vocab[0][hashed]
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cdef Lexeme* word_ptr = <Lexeme*>self.vocab.get(string)
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if word_ptr == NULL:
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word_ptr = self.new_lexeme(hashed, string)
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word_ptr = self.new_lexeme(string, string)
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return <Lexeme_addr>word_ptr
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cdef Lexeme_addr lookup_chunk(self, unicode string) except 0:
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@ -106,18 +113,16 @@ cdef class Language:
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cdef size_t length = len(string)
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if length == 0:
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return <Lexeme_addr>&BLANK_WORD
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cdef StringHash hashed = hash(string)
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# First, check words seen 2+ times
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cdef Lexeme* word_ptr = <Lexeme*>self.vocab[0][hashed]
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cdef Lexeme* word_ptr = <Lexeme*>self.vocab.get(string)
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cdef int split
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if word_ptr == NULL:
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split = self.find_split(string, length)
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if split != 0 and split != -1 and split < length:
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word_ptr = self.new_lexeme(hashed, string[:split])
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word_ptr = self.new_lexeme(string, string[:split])
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word_ptr.tail = <Lexeme*>self.lookup_chunk(string[split:])
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self.bacov[hashed] = string
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else:
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word_ptr = self.new_lexeme(hashed, string)
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word_ptr = self.new_lexeme(string, string)
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return <Lexeme_addr>word_ptr
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cdef Orthography* lookup_orth(self, StringHash hashed, unicode lex):
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@ -132,14 +137,15 @@ cdef class Language:
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dist = self.new_dist(hashed)
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return dist
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cdef Lexeme* new_lexeme(self, StringHash key, unicode string) except NULL:
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cdef Lexeme* new_lexeme(self, unicode key, unicode string) except NULL:
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cdef Lexeme* word = <Lexeme*>calloc(1, sizeof(Lexeme))
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word.sic = key
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word.sic = hash(key)
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word.lex = hash(string)
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self.bacov[word.lex] = string
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self.bacov[word.sic] = key
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word.orth = self.lookup_orth(word.lex, string)
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word.dist = self.lookup_dist(word.lex)
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self.vocab[0][key] = <size_t>word
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self.vocab.set(key, <size_t>word)
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return word
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cdef Orthography* new_orth(self, StringHash hashed, unicode lex) except NULL:
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@ -185,13 +191,10 @@ cdef class Language:
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cdef Lexeme* word
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cdef StringHash hashed
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for chunk, lex, tokens in token_rules:
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hashed = hash(chunk)
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word = <Lexeme*>self.new_lexeme(hashed, lex)
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word = <Lexeme*>self.new_lexeme(chunk, lex)
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for i, lex in enumerate(tokens):
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token_string = '%s:@:%d:@:%s' % (chunk, i, lex)
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length = len(token_string)
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hashed = hash(token_string)
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word.tail = <Lexeme*>self.new_lexeme(hashed, lex)
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word.tail = <Lexeme*>self.new_lexeme(token_string, lex)
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word = word.tail
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def load_clusters(self):
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@ -208,8 +211,7 @@ cdef class Language:
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# the first 4 bits. See redshift._parse_features.pyx
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cluster = int(cluster_str[::-1], 2)
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upper_pc, title_pc = case_stats.get(token_string.lower(), (0.0, 0.0))
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hashed = hash(token_string)
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word = self.init_lexeme(hashed, token_string)
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word = self.new_lexeme(token_string, token_string)
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cdef inline bint _is_whitespace(unsigned char c) nogil:
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