# cython: profile=True # cython: embedsignature=True '''Accessors for Lexeme properties, given a lex_id, which is cast to a Lexeme*. Mostly useful from Python-space. From Cython-space, you can just cast to Lexeme* yourself. ''' from __future__ import unicode_literals from libc.stdlib cimport malloc, calloc, free from libc.stdint cimport uint64_t from spacy.spacy cimport StringHash cpdef int set_flags(LexID lex_id, object active_flags) except *: """Set orthographic bit flags for a Lexeme. Args: lex_id (LexemeID): A reference ID for a Lexeme. active_flags: A sequence of bits to set as True. """ cdef size_t flag cdef Lexeme* w = lex_id for flag in active_flags: w.orth_flags |= 1 << flag cpdef StringHash view_of(LexID lex_id, size_t view) except 0: return (lex_id).string_views[view] cpdef StringHash lex_of(size_t lex_id) except 0: '''Access the `lex' field of the Lexeme pointed to by lex_id. The lex field is the hash of the string you would expect to get back from a standard tokenizer, i.e. the word with punctuation and other non-whitespace delimited tokens split off. The other fields refer to properties of the string that the lex field stores a hash of, except sic and tail. >>> from spacy import en >>> [en.unhash(lex_of(lex_id) for lex_id in en.tokenize(u'Hi! world')] [u'Hi', u'!', u'world'] ''' return (lex_id).lex cpdef ClusterID cluster_of(LexID lex_id) except 0: '''Access the `cluster' field of the Lexeme pointed to by lex_id, which gives an integer representation of the cluster ID of the word, which should be understood as a binary address: >>> strings = (u'pineapple', u'apple', u'dapple', u'scalable') >>> token_ids = [lookup(s) for s in strings] >>> clusters = [cluster_of(t) for t in token_ids] >>> print ["{0:b"} % cluster_of(t) for t in token_ids] ["100111110110", "100111100100", "01010111011001", "100111110110"] The clusterings are unideal, but often slightly useful. "pineapple" and "apple" share a long prefix, indicating a similar meaning, while "dapple" is totally different. On the other hand, "scalable" receives the same cluster ID as "pineapple", which is not what we'd like. ''' return (lex_id).cluster cpdef char first_of(size_t lex_id) except 0: '''Access the `first' field of the Lexeme pointed to by lex_id, which stores the first character of the lex string of the word. >>> lex_id = lookup(u'Hello') >>> unhash(first_of(lex_id)) u'H' ''' return (lex_id).string[0] cpdef size_t length_of(size_t lex_id) except 0: '''Access the `length' field of the Lexeme pointed to by lex_id, which stores the length of the string hashed by lex_of.''' cdef Lexeme* word = lex_id return word.length cpdef double prob_of(size_t lex_id) except 0: '''Access the `prob' field of the Lexeme pointed to by lex_id, which stores the smoothed unigram log probability of the word, as estimated from a large text corpus. By default, probabilities are based on counts from Gigaword, smoothed using Knesser-Ney; but any probabilities file can be supplied to load_probs. >>> prob_of(lookup(u'world')) -20.10340371976182 ''' return (lex_id).prob DEF OFT_UPPER = 1 DEF OFT_TITLE = 2 cpdef bint is_oft_upper(size_t lex_id): '''Access the `oft_upper' field of the Lexeme pointed to by lex_id, which stores whether the lowered version of the string hashed by `lex' is found in all-upper case frequently in a large sample of text. Users are free to load different data, by default we use a sample from Wikipedia, with a threshold of 0.95, picked to maximize mutual information for POS tagging. >>> is_oft_upper(lookup(u'abc')) True >>> is_oft_upper(lookup(u'aBc')) # This must get the same answer True ''' return (lex_id).dist_flags & (1 << OFT_UPPER) cpdef bint is_oft_title(size_t lex_id): '''Access the `oft_upper' field of the Lexeme pointed to by lex_id, which stores whether the lowered version of the string hashed by `lex' is found title-cased frequently in a large sample of text. Users are free to load different data, by default we use a sample from Wikipedia, with a threshold of 0.3, picked to maximize mutual information for POS tagging. >>> is_oft_title(lookup(u'marcus')) True >>> is_oft_title(lookup(u'MARCUS')) # This must get the same value True ''' return (lex_id).dist_flags & (1 << OFT_TITLE) cpdef bint check_orth_flag(size_t lex_id, OrthFlags flag) except *: return (lex_id).orth_flags & (1 << flag) cpdef bint check_dist_flag(size_t lex_id, DistFlags flag) except *: return (lex_id).dist_flags & (1 << flag) cpdef bint check_tag_flag(LexID lex_id, TagFlags flag) except *: return (lex_id).possible_tags & (1 << flag)